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Volumn 2, Issue 1, 2018, Pages 38-47

Prediction of off-target activities for the end-to-end design of CRISPR guide RNAs

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVITY PREDICTIONS; CLOUD-BASED; COMPUTATIONAL DEMANDS; END TO END; END-TO-END DESIGN; EVALUATION METHODS; LARGE-SCALES; MACHINE LEARNING MODELS; PRACTICAL USE; TARGET ACTIVITY;

EID: 85040314117     PISSN: None     EISSN: 2157846X     Source Type: Journal    
DOI: 10.1038/s41551-017-0178-6     Document Type: Article
Times cited : (209)

References (46)
  • 1
    • 84957605863 scopus 로고    scopus 로고
    • Optimized sgRNA design to maximize activity and minimize off-target effects of CRISPR-Cas9
    • Doench, J. G. et al. Optimized sgRNA design to maximize activity and minimize off-target effects of CRISPR-Cas9. Nat. Biotechnol. 34, 184-191 (2016).
    • (2016) Nat. Biotechnol. , vol.34 , pp. 184-191
    • Doench, J.G.1
  • 2
    • 84884165315 scopus 로고    scopus 로고
    • DNA targeting specificity of RNA-guided Cas9 nucleases
    • Hsu, P. D. et al. DNA targeting specificity of RNA-guided Cas9 nucleases. Nat. Biotechnol. 31, 827-832 (2013).
    • (2013) Nat. Biotechnol. , vol.31 , pp. 827-832
    • Hsu, P.D.1
  • 3
    • 84923266604 scopus 로고    scopus 로고
    • GUIDE-seq enables genome-wide profiling of off-target cleavage by CRISPR-Cas nucleases
    • Tsai, S. Q. et al. GUIDE-seq enables genome-wide profiling of off-target cleavage by CRISPR-Cas nucleases. Nat. Biotechnol. 33, 187-197 (2015).
    • (2015) Nat. Biotechnol. , vol.33 , pp. 187-197
    • Tsai, S.Q.1
  • 4
    • 84923275611 scopus 로고    scopus 로고
    • Genome-wide detection of DNA double-stranded breaks induced by engineered nucleases
    • Frock, R. L. et al. Genome-wide detection of DNA double-stranded breaks induced by engineered nucleases. Nat. Biotechnol. 33, 179-186 (2015).
    • (2015) Nat. Biotechnol. , vol.33 , pp. 179-186
    • Frock, R.L.1
  • 5
    • 84923221641 scopus 로고    scopus 로고
    • Unbiased detection of off-target cleavage by CRISPR-Cas9 and TALENs using integrase-defective lentiviral vectors
    • Wang, X. et al. Unbiased detection of off-target cleavage by CRISPR-Cas9 and TALENs using integrase-defective lentiviral vectors. Nat. Biotechnol. 33, 175-178 (2015).
    • (2015) Nat. Biotechnol. , vol.33 , pp. 175-178
    • Wang, X.1
  • 6
    • 84923846574 scopus 로고    scopus 로고
    • Digenome-seq: Genome-wide profiling of CRISPR-Cas9 off-target effects in human cells
    • Kim, D. et al. Digenome-seq: genome-wide profiling of CRISPR-Cas9 off-target effects in human cells. Nat. Methods 12, 237-243 (2015).
    • (2015) Nat. Methods , vol.12 , pp. 237-243
    • Kim, D.1
  • 7
    • 84960392032 scopus 로고    scopus 로고
    • Genome-wide target specificities of CRISPR-Cas9 nucleases revealed by multiplex Digenome-seq
    • Kim, D., Kim, S., Kim, S., Park, J. & Kim, J.-S. Genome-wide target specificities of CRISPR-Cas9 nucleases revealed by multiplex Digenome-seq. Genome Res. 26, 406-415 (2016).
    • (2016) Genome Res. , vol.26 , pp. 406-415
    • Kim, D.1    Kim, S.2    Kim, S.3    Park, J.4    Kim, J.-S.5
  • 8
    • 85018272560 scopus 로고    scopus 로고
    • CIRCLE-seq: A highly sensitive in vitro screen for genomewide CRISPR-Cas9 nuclease off-targets
    • Tsai, S. Q. et al. CIRCLE-seq: a highly sensitive in vitro screen for genomewide CRISPR-Cas9 nuclease off-targets. Nat. Methods 14, 607-614 (2017).
    • (2017) Nat. Methods , vol.14 , pp. 607-614
    • Tsai, S.Q.1
  • 9
    • 85018261233 scopus 로고    scopus 로고
    • Mapping the genomic landscape of CRISPR-Cas9 cleavage
    • Cameron, P. et al. Mapping the genomic landscape of CRISPR-Cas9 cleavage. Nat. Methods 14, 600-606 (2017).
    • (2017) Nat. Methods , vol.14 , pp. 600-606
    • Cameron, P.1
  • 10
    • 84927514894 scopus 로고    scopus 로고
    • In vivo genome editing using Staphylococcus aureus Cas9
    • Ran, F. A. et al. In vivo genome editing using Staphylococcus aureus Cas9. Nature 520, 186-191 (2015).
    • (2015) Nature , vol.520 , pp. 186-191
    • Ran, F.A.1
  • 11
    • 85019171392 scopus 로고    scopus 로고
    • BLISS is a versatile and quantitative method for genomewide profiling of DNA double-strand breaks
    • Yan, W. X. et al. BLISS is a versatile and quantitative method for genomewide profiling of DNA double-strand breaks. Nat. Commun. 8, 15058 (2017).
    • (2017) Nat. Commun. , vol.8 , pp. 15058
    • Yan, W.X.1
  • 12
    • 84875754465 scopus 로고    scopus 로고
    • Nucleotide-resolution DNA double-strand break mapping by next-generation sequencing
    • Crosetto, N. et al. Nucleotide-resolution DNA double-strand break mapping by next-generation sequencing. Nat. Methods 10, 361-365 (2013).
    • (2013) Nat. Methods , vol.10 , pp. 361-365
    • Crosetto, N.1
  • 13
    • 84929494345 scopus 로고    scopus 로고
    • CCTop: An intuitive, flexible and reliable CRISPR/Cas9 target prediction tool
    • Stemmer, M., Thumberger, T., del Sol Keyer, M., Wittbrodt, J. & Mateo, J. L. CCTop: an intuitive, flexible and reliable CRISPR/Cas9 target prediction tool. PLoS ONE 10, e0124633 (2015).
    • (2015) PLoS ONE , vol.10 , pp. e0124633
    • Stemmer, M.1    Thumberger, T.2    Del Sol-Keyer, M.3    Wittbrodt, J.4    Mateo, J.L.5
  • 14
    • 84896308706 scopus 로고    scopus 로고
    • Cas-OFFinder: A fast and versatile algorithm that searches for potential off-target sites of Cas9 RNA-guided endonucleases
    • Bae, S., Park, J. & Kim, J. S. Cas-OFFinder: a fast and versatile algorithm that searches for potential off-target sites of Cas9 RNA-guided endonucleases. Bioinformatics 30, 1473-1475 (2014).
    • (2014) Bioinformatics , vol.30 , pp. 1473-1475
    • Bae, S.1    Park, J.2    Kim, J.S.3
  • 15
    • 84977522458 scopus 로고    scopus 로고
    • Evaluation of off-target and on-target scoring algorithms and integration into the guide RNA selection tool CRISPOR
    • Haeussler, M. et al. Evaluation of off-target and on-target scoring algorithms and integration into the guide RNA selection tool CRISPOR. Genome Biol. 17, 148 (2016).
    • (2016) Genome Biol. , vol.17 , pp. 148
    • Haeussler, M.1
  • 16
    • 85011312299 scopus 로고    scopus 로고
    • CHOPCHOP v2: A web tool for the next generation of CRISPR genome engineering
    • Labun, K., Montague, T. G., Gagnon, J. A., Thyme, S. B. & Valen, E. CHOPCHOP v2: a web tool for the next generation of CRISPR genome engineering. Nucleic Acids Res. 44, W272-W276 (2016).
    • (2016) Nucleic Acids Res. , vol.44 , pp. W272-W276
    • Labun, K.1    Montague, T.G.2    Gagnon, J.A.3    Thyme, S.B.4    Valen, E.5
  • 17
    • 84893287073 scopus 로고    scopus 로고
    • E-CRISP: Fast CRISPR target site identification
    • Heigwer, F., Kerr, G. & Boutros, M. E-CRISP: fast CRISPR target site identification. Nat. Methods 11, 122-123 (2014).
    • (2014) Nat. Methods , vol.11 , pp. 122-123
    • Heigwer, F.1    Kerr, G.2    Boutros, M.3
  • 18
    • 84994666838 scopus 로고    scopus 로고
    • CRISPR-DO for genome-wide CRISPR design and optimization
    • Ma, J. et al. CRISPR-DO for genome-wide CRISPR design and optimization. Bioinformatics 32, 3336-3338 (2016).
    • (2016) Bioinformatics , vol.32 , pp. 3336-3338
    • Ma, J.1
  • 19
    • 84983752643 scopus 로고    scopus 로고
    • Cas9-chromatin binding information enables more accurate CRISPR off-target prediction
    • Singh, R., Kuscu, C., Quinlan, A., Qi, Y. & Adli, M. Cas9-chromatin binding information enables more accurate CRISPR off-target prediction. Nucleic Acids Res. 43, e118 (2015).
    • (2015) Nucleic Acids Res. , vol.43 , pp. e118
    • Singh, R.1    Kuscu, C.2    Quinlan, A.3    Qi, Y.4    Adli, M.5
  • 20
    • 84921598229 scopus 로고    scopus 로고
    • COSMID: A web-based tool for identifying and validating CRISPR/Cas off-target sites
    • Cradick, T. J., Qiu, P., Lee, C. M., Fine, E. J. & Bao, G. COSMID: a web-based tool for identifying and validating CRISPR/Cas off-target sites. Mol. Ther. Nucleic Acids 3, e214 (2014).
    • (2014) Mol. Ther. Nucleic Acids , vol.3 , pp. e214
    • Cradick, T.J.1    Qiu, P.2    Lee, C.M.3    Fine, E.J.4    Bao, G.5
  • 21
    • 84938829555 scopus 로고    scopus 로고
    • Sequence determinants of improved CRISPR sgRNA design
    • Xu, H. et al. Sequence determinants of improved CRISPR sgRNA design. Genome Res. 25, 1147-1157 2015).
    • (2015) Genome Res. , vol.25 , pp. 1147-1157
    • Xu, H.1
  • 22
    • 84940501210 scopus 로고    scopus 로고
    • Unraveling CRISPR-Cas9 genome engineering parameters via a library-on-library approach
    • Chari, R., Mali, P., Moosburner, M. & Church, G. M. Unraveling CRISPR-Cas9 genome engineering parameters via a library-on-library approach. Nat. Methods 12, 823-826 (2015).
    • (2015) Nat. Methods , vol.12 , pp. 823-826
    • Chari, R.1    Mali, P.2    Moosburner, M.3    Church, G.M.4
  • 23
    • 84921540377 scopus 로고    scopus 로고
    • Rational design of highly active sgRNAs for CRISPR-Cas9-mediated gene inactivation
    • Doench, J. G. et al. Rational design of highly active sgRNAs for CRISPR-Cas9-mediated gene inactivation. Nat. Biotechnol. 32, 1262-1267 (2014).
    • (2014) Nat. Biotechnol. , vol.32 , pp. 1262-1267
    • Doench, J.G.1
  • 24
    • 84892749369 scopus 로고    scopus 로고
    • Genetic screens in human cells using the CRISPR-Cas9 system
    • Wang, T., Wei, J. J., Sabatini, D. M. & Lander, E. S. Genetic screens in human cells using the CRISPR-Cas9 system. Science 343, 80-84 (2014).
    • (2014) Science , vol.343 , pp. 80-84
    • Wang, T.1    Wei, J.J.2    Sabatini, D.M.3    Lander, E.S.4
  • 25
    • 84959123021 scopus 로고    scopus 로고
    • CRISPRscan: Designing highly efficient sgRNAs for CRISPR-Cas9 targeting in vivo
    • Moreno-Mateos, M. A. et al. CRISPRscan: designing highly efficient sgRNAs for CRISPR-Cas9 targeting in vivo. Nat. Methods 12, 982-988 (2015).
    • (2015) Nat. Methods , vol.12 , pp. 982-988
    • Moreno-Mateos, M.A.1
  • 26
    • 84941030856 scopus 로고    scopus 로고
    • Identification of potential drug targets for tuberous sclerosis complex by synthetic screens combining CRISPR-based knockouts with RNAi
    • Housden, B. E. et al. Identification of potential drug targets for tuberous sclerosis complex by synthetic screens combining CRISPR-based knockouts with RNAi. Sci. Signal. 8, rs9 (2015).
    • (2015) Sci. Signal. , vol.8 , pp. rs9
    • Housden, B.E.1
  • 27
    • 84981318543 scopus 로고    scopus 로고
    • Genome-wide analysis reveals specificities of Cpf1 endonucleases in human cells
    • Kim, D. et al. Genome-wide analysis reveals specificities of Cpf1 endonucleases in human cells. Nat. Biotechnol. 34, 863-868 (2016).
    • (2016) Nat. Biotechnol. , vol.34 , pp. 863-868
    • Kim, D.1
  • 28
    • 84981347695 scopus 로고    scopus 로고
    • Genome-wide specificities of CRISPR-Cas Cpf1 nucleases in human cells
    • Kleinstiver, B. P. et al. Genome-wide specificities of CRISPR-Cas Cpf1 nucleases in human cells. Nat. Biotechnol. 34, 869-874 (2016).
    • (2016) Nat. Biotechnol. , vol.34 , pp. 869-874
    • Kleinstiver, B.P.1
  • 29
    • 84903138336 scopus 로고    scopus 로고
    • CRISPR/Cas9 systems have off-target activity with insertions or deletions between target DNA and guide RNA sequences
    • Lin, Y. et al. CRISPR/Cas9 systems have off-target activity with insertions or deletions between target DNA and guide RNA sequences. Nucleic Acids Res. 42, 7473-7485 (2014).
    • (2014) Nucleic Acids Res. , vol.42 , pp. 7473-7485
    • Lin, Y.1
  • 30
    • 84963941043 scopus 로고    scopus 로고
    • High-fidelity CRISPR-Cas9 nucleases with no detectable genome-wide off-target effects
    • Kleinstiver, B. P. et al. High-fidelity CRISPR-Cas9 nucleases with no detectable genome-wide off-target effects. Nature 529, 490-495 (2016).
    • (2016) Nature , vol.529 , pp. 490-495
    • Kleinstiver, B.P.1
  • 31
    • 84982918709 scopus 로고    scopus 로고
    • Genomic copy number dictates a gene-independent cell response to CRISPR/Cas9 targeting
    • Aguirre, A. J. et al. Genomic copy number dictates a gene-independent cell response to CRISPR/Cas9 targeting. Cancer Discov. 6, 914-929 (2016).
    • (2016) Cancer Discov. , vol.6 , pp. 914-929
    • Aguirre, A.J.1
  • 32
    • 84982913128 scopus 로고    scopus 로고
    • CRISPR screens provide a comprehensive assessment of cancer vulnerabilities but generate false-positive hits for highly amplified genomic regions
    • Munoz, D. M. et al. CRISPR screens provide a comprehensive assessment of cancer vulnerabilities but generate false-positive hits for highly amplified genomic regions. Cancer Discov. 6, 900-913 (2016).
    • (2016) Cancer Discov. , vol.6 , pp. 900-913
    • Munoz, D.M.1
  • 33
    • 85019047785 scopus 로고    scopus 로고
    • Genome-scale measurement of off-target activity using Cas9 toxicity in high-throughput screens
    • Morgens, D. W. et al. Genome-scale measurement of off-target activity using Cas9 toxicity in high-throughput screens. Nat. Commun. 8, 15178 (2017).
    • (2017) Nat. Commun. , vol.8 , pp. 15178
    • Morgens, D.W.1
  • 34
    • 84976870685 scopus 로고    scopus 로고
    • Ensembl 2016
    • Yates, A. et al. Ensembl 2016. Nucleic Acids Res. 44, D710-D716 (2016).
    • (2016) Nucleic Acids Res. , vol.44 , pp. D710-D716
    • Yates, A.1
  • 35
    • 85017587935 scopus 로고    scopus 로고
    • Examination of CRISPR/Cas9 design tools and the effect of target site accessibility on Cas9 activity
    • Lee, C. M., Davis, T. H. & Bao, G. Examination of CRISPR/Cas9 design tools and the effect of target site accessibility on Cas9 activity. Exp. Physiol. https://doi.org/10.1113/EP086043 (2017).
    • (2017) Exp. Physiol.
    • Lee, C.M.1    Davis, T.H.2    Bao, G.3
  • 36
    • 84969195094 scopus 로고    scopus 로고
    • Nucleosomes impede Cas9 access to DNA in vivo and in vitro
    • Horlbeck, M. A. et al. Nucleosomes impede Cas9 access to DNA in vivo and in vitro. eLife 5, e12677 (2016).
    • (2016) ELife , vol.5 , pp. e12677
    • Horlbeck, M.A.1
  • 38
    • 84860747716 scopus 로고    scopus 로고
    • FLASH assembly of TALENs for high-throughput genome editing
    • Reyon, D. et al. FLASH assembly of TALENs for high-throughput genome editing. Nat. Biotechnol. 30, 460-465 (2012).
    • (2012) Nat. Biotechnol. , vol.30 , pp. 460-465
    • Reyon, D.1
  • 39
    • 84969802813 scopus 로고    scopus 로고
    • Open-source guideseq software for analysis of GUIDE-seq data
    • Tsai, S. Q., Topkar, V. V., Joung, J. K. & Aryee, M. J. Open-source guideseq software for analysis of GUIDE-seq data. Nat. Biotechnol. 34, 483 (2016).
    • (2016) Nat. Biotechnol. , vol.34 , pp. 483
    • Tsai, S.Q.1    Topkar, V.V.2    Joung, J.K.3    Aryee, M.J.4
  • 42
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • Freund, Y. & Schapire, R. E. A decision-theoretic generalization of on-line learning and an application to boosting. J. Comp. Syst. Sci. 55, 119-139 (1997).
    • (1997) J. Comp. Syst. Sci. , vol.55 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 44
    • 0026692226 scopus 로고
    • Stacked generalization
    • Wolpert, D. H. Stacked generalization. Neural Netw. 5, 241-259 (1992).
    • (1992) Neural Netw. , vol.5 , pp. 241-259
    • Wolpert, D.H.1
  • 45
    • 0042960934 scopus 로고    scopus 로고
    • Fast and practical approximate string matching
    • Baeza-Yates, R. A. & Perleberg, C. H. Fast and practical approximate string matching. Inf. Process. Lett. 59, 21-27 (1996).
    • (1996) Inf. Process. Lett. , vol.59 , pp. 21-27
    • Baeza-Yates, R.A.1    Perleberg, C.H.2
  • 46
    • 84875448918 scopus 로고    scopus 로고
    • Integrative annotation of chromatin elements from ENCODE data
    • Hoffman, M. M. et al. Integrative annotation of chromatin elements from ENCODE data. Nucleic Acids Res. 41, 827-841 (2013).
    • (2013) Nucleic Acids Res. , vol.41 , pp. 827-841
    • Hoffman, M.M.1


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