Detect-seq reveals out-of-protospacer editing and target-strand editing by cytosine base editors
Abstract
Cytosine base editors (CBEs) have the potential to correct human pathogenic point mutations. However, their genome-wide specificity remains poorly understood. Here we report Detect-seq for the evaluation of CBE specificity. It enables sensitive detection of CBE-induced off-target sites at the genome-wide level. Detect-seq leverages chemical labeling and biotin pulldown to trace the editing intermediate deoxyuridine, thereby revealing the editome of CBE. In addition to Cas9-independent and typical Cas9-dependent off-target sites, we discovered edits outside the protospacer sequence (that is, out-of-protospacer) and on the target strand (which pairs with the single-guide RNA). Such unexpected off-target edits are prevalent and can exhibit a high editing ratio, while their occurrences exhibit cell-type dependency and cannot be predicted based on the sgRNA sequence. Moreover, we found out-of-protospacer and target-strand edits nearby the on-target sites tested, challenging the general knowledge that CBEs do not induce proximal off-target mutations. Collectively, our approaches allow unbiased analysis of the CBE editome and provide a widely applicable tool for specificity evaluation of various emerging genome editing tools.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Detect-seq chemically labels deoxyuridine, the deamination product of cytosine, and enriches CBE edited genomic loci by biotin-streptavidin pulldown for deep sequencing analysis.
“More specifically, Detect-seq chemically labels deoxyuridine, the deamination product of cytosine, and enriches CBE edited genomic loci by biotin-streptavidin pulldown for deep sequencing analysis”
From Off-target effects in CRISPR/Cas9 gene editing (2023) · cites this paper as Lei et al., 2021
EndoV-seq and Detect-seq have greatly facilitated detection of off-target effects of ABE and CBE on genomic DNA.
“The recent development of EndoV-seq and Detect-seq have greatly facilitated the detection of off-target effects of ABE and CBE on genomic DNA.”
From Off-target effects in CRISPR/Cas9 gene editing (2023) · cites this paper as Lei et al., 2021
Detect-seq measures CBE off-target effects by tracking its reaction intermediates.
“Similar to EndoV-seq, Detect-seq measures CBE off-target effects by tracking its reaction intermediates”
From Off-target effects in CRISPR/Cas9 gene editing (2023) · cites this paper as Lei et al., 2021
Cites
Programmable editing of a target base in genomic DNA without double-stranded DNA cleavage
Komor, A. C., Kim, Y. B., Packer, M. S., Zuris, J. A., & Liu, D. R. (2016) · Nature · doi:10.1038/nature17946 · Cited by 5,437 · see citing works
Programmable base editing of A•T to G•C in genomic DNA without DNA cleavage
Gaudelli, N. M., Komor, A. C., Rees, H. A., Packer, M. S., Badran, A. H., Bryson, D. I., & Liu, D. R. (2017) · Nature · doi:10.1038/nature24644 · Cited by 4,184 · see citing works
Bae, S., Park, J., & Kim, J.-S. (2014) · Bioinformatics · doi:10.1093/bioinformatics/btu048 · Cited by 2,339 · see citing works
GUIDE-seq enables genome-wide profiling of off-target cleavage by CRISPR-Cas nucleases
Tsai, S. Q., Zheng, Z., Nguyen, N. T., Liebers, M., Topkar, V. V., Thapar, V., Wyvekens, N., Khayter, C., Iafrate, A. J., Le, L. P., et al. (2015) · Nature Biotechnology · doi:10.1038/nbt.3117 · Cited by 2,268 · see citing works
Genome editing with CRISPR–Cas nucleases, base editors, transposases and prime editors
Anzalone, A. V., Koblan, L. W., & Liu, D. R. (2020) · Nature Biotechnology · doi:10.1038/s41587-020-0561-9 · Cited by 2,237 · see citing works
Base editing: precision chemistry on the genome and transcriptome of living cells
Rees, H. A., & Liu, D. R. (2018) · Nature Reviews Genetics · doi:10.1038/s41576-018-0059-1 · Cited by 1,675 · see citing works
Dunbar, C. E., High, K. A., Joung, J. K., Kohn, D. B., Ozawa, K., & Sadelain, M. (2018) · Science · doi:10.1126/science.aan4672 · Cited by 1,410 · see citing works
Targeted nucleotide editing using hybrid prokaryotic and vertebrate adaptive immune systems
Nishida, K., Arazoe, T., Yachie, N., Banno, S., Kakimoto, M., Tabata, M., Mochizuki, M., Miyabe, A., Araki, M., Hara, K. Y., et al. (2016) · Science · doi:10.1126/science.aaf8729 · Cited by 1,349 · see citing works
The promise and challenge of therapeutic genome editing
Doudna, J. A. (2020) · Nature · doi:10.1038/s41586-020-1978-5 · Cited by 1,126 · see citing works
CRISPR-Based Technologies for the Manipulation of Eukaryotic Genomes
Komor, A. C., Badran, A. H., & Liu, D. R. (2016) · Cell · doi:10.1016/j.cell.2016.10.044 · Cited by 1,011 · see citing works
Cytosine base editor generates substantial off-target single-nucleotide variants in mouse embryos
Zuo, E., Sun, Y., Wei, W., Yuan, T., Ying, W., Sun, H., Yuan, L., Steinmetz, L. M., Li, Y., & Yang, H. (2019) · Science · doi:10.1126/science.aav9973 · Cited by 782 · see citing works
A bacterial cytidine deaminase toxin enables CRISPR-free mitochondrial base editing
Mok, B. Y., de Moraes, M. H., Zeng, J., Bosch, D. E., Kotrys, A. V., Raguram, A., Hsu, F., Radey, M. C., Peterson, S. B., Mootha, V. K., et al. (2020) · Nature · doi:10.1038/s41586-020-2477-4 · Cited by 733 · see citing works
Genome-wide analysis reveals specificities of Cpf1 endonucleases in human cells
Kim, D., Kim, J., Hur, J. K., Been, K. W., Yoon, S.-H., & Kim, J.-S. (2016) · Nature Biotechnology · doi:10.1038/nbt.3609 · Cited by 731 · see citing works
Genome-wide specificities of CRISPR-Cas Cpf1 nucleases in human cells
Kleinstiver, B. P., Tsai, S. Q., Prew, M. S., Nguyen, N. T., Welch, M. M., Lopez, J. M., McCaw, Z. R., Aryee, M. J., & Joung, J. K. (2016) · Nature Biotechnology · doi:10.1038/nbt.3620 · Cited by 670 · see citing works
Cytosine, but not adenine, base editors induce genome-wide off-target mutations in rice
Jin, S., Zong, Y., Gao, Q., Zhu, Z., Wang, Y., Qin, P., Liang, C., Wang, D., Qiu, J.-L., Zhang, F., et al. (2019) · Science · doi:10.1126/science.aaw7166 · Cited by 665 · see citing works
Transcriptome-wide off-target RNA editing induced by CRISPR-guided DNA base editors
Grünewald, J., Zhou, R., Garcia, S. P., Iyer, S., Lareau, C. A., Aryee, M. J., & Joung, J. K. (2019) · Nature · doi:10.1038/s41586-019-1161-z · Cited by 663 · see citing works
Structures of a CRISPR-Cas9 R-loop complex primed for DNA cleavage
Jiang, F., Taylor, D. W., Chen, J. S., Kornfeld, J. E., Zhou, K., Thompson, A. J., Nogales, E., & Doudna, J. A. (2016) · Science · doi:10.1126/science.aad8282 · Cited by 616 · see citing works
CRISPR C-to-G base editors for inducing targeted DNA transversions in human cells
Kurt, I. C., Zhou, R., Iyer, S., Garcia, S. P., Miller, B. R., Langner, L. M., Grünewald, J., & Joung, J. K. (2021) · Nature Biotechnology · doi:10.1038/s41587-020-0609-x · Cited by 573 · see citing works
Enhancing the accuracy of next-generation sequencing for detecting rare and subclonal mutations
Salk, J. J., Schmitt, M. W., & Loeb, L. A. (2018) · Nature Reviews Genetics · doi:10.1038/nrg.2017.117 · Cited by 536 · see citing works
CRISPR-Based Therapeutic Genome Editing: Strategies and In Vivo Delivery by AAV Vectors
Wang, D., Zhang, F., & Gao, G. (2020) · Cell · doi:10.1016/j.cell.2020.03.023 · Cited by 526 · see citing works
Off-target RNA mutation induced by DNA base editing and its elimination by mutagenesis
Zhou, C., Sun, Y., Yan, R., Liu, Y., Zuo, E., Gu, C., Han, L., Wei, Y., Hu, X., Zeng, R., et al. (2019) · Nature · doi:10.1038/s41586-019-1314-0 · Cited by 482 · see citing works
Evaluation and minimization of Cas9-independent off-target DNA editing by cytosine base editors
Doman, J. L., Raguram, A., Newby, G. A., & Liu, D. R. (2020) · Nature Biotechnology · doi:10.1038/s41587-020-0414-6 · Cited by 473 · see citing works
Glycosylase base editors enable C-to-A and C-to-G base changes
Zhao, D., Li, J., Li, S., Xin, X., Hu, M., Price, M. A., Rosser, S. J., Bi, C., & Zhang, X. (2020) · Nature Biotechnology · doi:10.1038/s41587-020-0592-2 · Cited by 458 · see citing works
Self-citationUnbiased detection of CRISPR off-targets in vivo using DISCOVER-Seq
Wienert, B., Wyman, S. K., Richardson, C. D., Yeh, C. D., Akcakaya, P., Porritt, M. J., Morlock, M., Vu, J. T., Kazane, K. R., Watry, H. L., et al. (2019) · Science · doi:10.1126/science.aav9023 · Cited by 434 · see citing works
Base editing with a Cpf1–cytidine deaminase fusion
Li, X., Wang, Y., Liu, Y., Yang, B., Wang, X., Wei, J., Lu, Z., Zhang, Y., Wu, J., Huang, X., et al. (2018) · Nature Biotechnology · doi:10.1038/nbt.4102 · Cited by 426 · see citing works
Targeted, random mutagenesis of plant genes with dual cytosine and adenine base editors
Li, C., Zhang, R., Meng, X., Chen, S., Zong, Y., Lu, C., Qiu, J., Chen, Y., Li, J., & Gao, C. (2020) · Nature Biotechnology · doi:10.1038/s41587-019-0393-7 · Cited by 410 · see citing works
CRISPR-Based Technologies for the Manipulation of Eukaryotic Genomes
Komor, A. C., Badran, A. H., & Liu, D. R. (2017) · Cell · doi:10.1016/j.cell.2017.04.005 · Cited by 276 · see citing works
Genome-wide target specificities of CRISPR RNA-guided programmable deaminases
Kim, D., Lim, K., Kim, S., Yoon, S.-H., Kim, K., Ryu, S.-M., & Kim, J. (2017) · Nature Biotechnology · doi:10.1038/nbt.3852 · Cited by 275 · see citing works
Dual base editor catalyzes both cytosine and adenine base conversions in human cells
Zhang, X., Zhu, B., Chen, L., Xie, L., Yu, W., Wang, Y., Li, L., Yin, S., Yang, L., Hu, H., et al. (2020) · Nature Biotechnology · doi:10.1038/s41587-020-0527-y · Cited by 270 · see citing works
Self-citationA dual-deaminase CRISPR base editor enables concurrent adenine and cytosine editing
Grünewald, J., Zhou, R., Lareau, C. A., Garcia, S. P., Iyer, S., Miller, B. R., Langner, L. M., Hsu, J. Y., Aryee, M. J., & Joung, J. K. (2020) · Nature Biotechnology · doi:10.1038/s41587-020-0535-y · Cited by 242 · see citing works
Base editors for simultaneous introduction of C-to-T and A-to-G mutations
Sakata, R. C., Ishiguro, S., Mori, H., Tanaka, M., Tatsuno, K., Ueda, H., Yamamoto, S., Seki, M., Masuyama, N., Nishida, K., et al. (2020) · Nature Biotechnology · doi:10.1038/s41587-020-0509-0 · Cited by 192 · see citing works
Zuo, E., Sun, Y., Yuan, T., He, B., Zhou, C., Ying, W., Liu, J., Wu, W., Zeng, R., Li, Y., et al. (2020) · Nature Methods · doi:10.1038/s41592-020-0832-x · Cited by 164 · see citing works
Zhu, C., Gao, Y., Guo, H., Xia, B., Song, J., Wu, X., Zeng, H., Kee, K., Tang, F., & Yi, C. (2017) · Cell stem cell · doi:10.1016/j.stem.2017.02.013 · Cited by 159 · see citing works
Self-citationStructural insights into DNA cleavage activation of CRISPR-Cas9 system
Huai, C., Li, G., Yao, R., Zhang, Y., Mi, C., Kong, L., Jia, C., Yuan, H., Chen, H., Lu, D., et al. (2017) · Nature Communications · doi:10.1038/s41467-017-01496-2 · Cited by 159 · see citing works
Bisulfite-free, base-resolution analysis of 5-formylcytosine at the genome scale
Xia, B., Han, D., Lu, X., Sun, Z., Zhou, A., Yin, Q., Zeng, H., Liu, M., Jiang, X., Xie, W., et al. (2015) · Nature Methods · doi:10.1038/nmeth.3569 · Cited by 153 · see citing works
Self-citationThe promise and challenge of therapeutic genome editing
Doudna, & Já (2020) · 四川生理科学杂志 · Cited by 153 · see citing works
Cas12a Base Editors Induce Efficient and Specific Editing with Low DNA Damage Response
Wang, X., Ding, C., Yu, W., Wang, Y., He, S., Yang, B., Xiong, Y., Wei, J., Li, J., Liang, J., et al. (2020) · Cell Reports · doi:10.1016/j.celrep.2020.107723 · Cited by 110 · see citing works
Muscle glycogen utilization during exhaustive running.
COSTILL, D. L., Sparks, K. E., Gregor, R., & Turner, C. (1971) · Journal of Applied Physiology · doi:10.1152/jappl.1971.31.3.353 · Cited by 101 · see citing works
Saraconi, G., Severi, F., Sala, C., Mattiuz, G., & Conticello, S. G. (2014) · Genome biology · doi:10.1186/s13059-014-0417-z · Cited by 97 · see citing works
Bisulfite-Free, Nanoscale Analysis of 5-Hydroxymethylcytosine at Single Base Resolution
Zeng, H., He, B., Xia, B., Bai, D., Lu, X., Cai, J., Chen, L., Zhou, A., Zhu, C., Meng, H., et al. (2018) · Journal of the American Chemical Society · doi:10.1021/jacs.8b08297 · Cited by 92 · see citing works
Self-citationSaraconi, G., Severi, F., Sala, C., Mattiuz, G., & Conticello, S. G. (2014) · Genome biology · doi:10.1186/s13059-014-0497-9 · Cited by 72 · see citing works
McGrath, E. L., Shin, H., Zhang, L., Phue, J., Wu, W. W., Shen, R., Jang, Y.-Y., Revollo, J. R., & Ye, Z. (2019) · Nature Communications · doi:10.1038/s41467-019-13342-8 · Cited by 63 · see citing works
Genome-wide mapping reveals that deoxyuridine is enriched in the human centromeric DNA
Shu, X., Liu, M., Lu, Z., Zhu, C., Meng, H., Huang, S., Zhang, X., & Yi, C. (2018) · Nature Chemical Biology · doi:10.1038/s41589-018-0065-9 · Cited by 56 · see citing works
Self-citationRecent advances in genome editing of stem cells for drug discovery and therapeutic application
Lee, J., Bayarsaikhan, D., Bayarsaikhan, G., Kim, J., Schwarzbach, E., & Lee, B. (2020) · Pharmacology & Therapeutics · doi:10.1016/j.pharmthera.2020.107501 · Cited by 47 · see citing works
Hong, J., & Gresham, D. (2017) · BioTechniques · doi:10.2144/000114608 · Cited by 39 · see citing works
Genome-wide specificity of dCpf1 cytidine base editors
Kim, D., Lim, K., Kim, J., & Kim, J. (2020) · Nature Communications · doi:10.1038/s41467-020-17889-9 · Cited by 25 · see citing works
Lab, M., & Kirn, A. (1969) · PubMed · Cited by 4 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Off-target effects in CRISPR/Cas9 gene editing
Guo, C., Ma, X., Gao, F., & Guo, Y. (2023) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2023.1143157 · Cited by 625 · see citing works
“Similar to EndoV-seq, Detect-seq measures CBE off-target effects by tracking its reaction intermediates (Lei et al., 2021).”
BackgroundMethodPrecise plant genome editing using base editors and prime editors
Molla, K. A., Sretenovic, S., Bansal, K. C., & Qi, Y. (2021) · Nature Plants · doi:10.1038/s41477-021-00991-1 · Cited by 387 · see citing works
Delivery of CRISPR-Cas tools for in vivo genome editing therapy: Trends and challenges
Taha, E. A., Lee, J., & Hotta, A. (2022) · Journal of Controlled Release · doi:10.1016/j.jconrel.2022.01.013 · Cited by 259 · see citing works
Chen, L., Zhu, B., Ru, G., Meng, H., Yan, Y., Hong, M., Zhang, D., Luan, C., Zhang, S., Wu, H., et al. (2023) · Nature Biotechnology · doi:10.1038/s41587-022-01532-7 · Cited by 156 · see citing works
Self-citationShen, Q., Ruan, H., Zhang, H., Wu, T., Zhu, K., Han, W., Dong, R., Ming, T., Qi, H., & Zhang, Y. (2024) · Frontiers in Microbiology · doi:10.3389/fmicb.2024.1375120 · Cited by 38 · see citing works
- Authors
- Lei, Z., Meng, H., Lv, Z., Liu, M., Zhao, H., Wu, H., Zhang, X., Liu, L., Zhuang, Y., Yin, K., Yan, Y., & Yi, C.
- Affiliations
- Peking University (CN)
- Corresponding author
- Yi, Chengqi
- ORCID
- Venue
- Nature Methods
- Published
- 2021-06
- Volume
- 18
- Issue
- 6
- Pages
- 643-651
- ISSN
- 1548-7091 (ISSN-L)
- 1548-7105
- OpenAlex
- W3172701693
- Cited by
- 67
- References
- 47
- Citations by year
- 2026: 10 · 2025: 15 · 2024: 11 · 2023: 14 · 2022: 12 · 2021: 5
- FWCI
- 3.29
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- Nature Methods (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › CRISPR and Genetic Engineering
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › RNA regulation and disease
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › DNA and Nucleic Acid Chemistry
- Keywords
- cytosine base editors, off-target editing, chemical labeling, single guide RNA, genome editing tools
- MeSH terms
- Gene Editing, Whole Genome Sequencing, Cytosine, Humans, Mutation, RNA, MCF-7 Cells, CRISPR-Cas Systems
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review