Maximizing CRISPRi efficacy and accessibility with dual-sgRNA libraries and optimal effectors

  1. Joseph M Replogle
  2. Jessica L Bonnar
  3. Angela N Pogson
  4. Christina R Liem
  5. Nolan K Maier
  6. Yufang Ding
  7. Baylee J Russell
  8. Xingren Wang
  9. Kun Leng
  10. Alina Guna
  11. Thomas M Norman
  12. Ryan A Pak
  13. Daniel M Ramos
  14. Michael E Ward
  15. Luke A Gilbert
  16. Martin Kampmann
  17. Jonathan S Weissman  Is a corresponding author
  18. Marco Jost  Is a corresponding author
  1. Medical Scientist Training Program, University of California, San Francisco, United States
  2. Department of Cellular and Molecular Pharmacology, University of California, San Francisco, United States
  3. Howard Hughes Medical Institute, Massachusetts Institute of Technology, United States
  4. Whitehead Institute for Biomedical Research, United States
  5. Department of Microbiology, Harvard Medical School, United States
  6. Institute for Neurodegenerative Disease, University of California, San Francisco, United States
  7. Center for Alzheimer's Disease and Related Dementias, National Institutes of Health, United States
  8. National Institute on Aging, National Institutes of Health, United States
  9. National Institute of Neurological Disorders and Stroke, National Institutes of Health, United States
  10. Department of Urology and Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, United States
  11. Arc Institute, United States
  12. Department of Biochemistry and Biophysics, University of California, San Francisco, United States
  13. Department of Biology, Massachusetts Institute of Technology, United States
  14. David H. Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, United States
4 figures, 1 table and 13 additional files

Figures

Figure 1 with 1 supplement
Design and validation of ultra-compact dual-single guide RNA (sgRNA) CRISPR interference (CRISPRi) libraries.

(A) Schematic of growth screen used to compare single- and dual-sgRNA libraries. (B) Schematic of dual-sgRNA library sequencing strategies. (C) Comparison of growth phenotypes for DepMap essential …

Figure 1—figure supplement 1
Additional comparisons of pilot single- and dual-single guide RNA (sgRNA) library screens.

(A) Comparison of growth phenotypes for all elements between our pilot single-sgRNA library and Horlbeck et al. data, merged by gene name (n=20,228 elements). Growth phenotypes are reported as γ …

Figure 2 with 1 supplement
CRISPR interference (CRISPRi) effectors containing SID or MeCP2 domains have non-specific effects on cell viability and gene expression.

(A) Schematics of CRISPRi transcription repressor domains and general lentiviral expression construct used for all CRISPRi effectors. UCOE = ubiquitous chromatin opening element; SFFV = spleen …

Figure 2—figure supplement 1
Design of constructs for CRISPR interference (CRISPRi) effector expression.
Figure 3 with 1 supplement
Zim3-dCas9 and dCas9-Kox1-MeCP2 mediate strongest knockdown.

(A) Experimental design to measure knockdown mediated by different CRISPR interference (CRISPRi) effectors by delivering single guide RNAs (sgRNAs) targeting either essential genes or cell surface …

Figure 3—figure supplement 1
Additional measurements of on-target activity of CRISPR interference (CRISPRi) effectors.

(A) Depletion of K562 cells expressing essential gene-targeting single guide RNAs (sgRNAs) and different CRISPRi effectors, measured as the ratio of mCherry-positive (sgRNA-expressing) to …

Figure 4 with 2 supplements
Validation of a suite of optimized Zim3-dCas9 cell lines.

(A) Distribution of anti-B2M signal intensity (APC) in individual RPE1 (left) and Jurkat (right) cells expressing indicated CRISPR interference (CRISPRi) effectors and single guide RNAs (sgRNAs). …

Figure 4—figure supplement 1
Single-cell distributions of knockdown in different Zim3-dCas9 cell lines.

(A) Distribution of anti-CD151, anti-CD55, and anti-CD29 signal intensities (APC) in HepG2 cells expressing Zim3-dCas9. Data from three independent transductions are shown. A weak targeting single …

Figure 4—figure supplement 2
Growth of different Zim3-dCas9-expressing cell lines.

Growth rates of HepG2, HuTu-80, and HT29 cells expressing Zim3-dCas9, measured as the log2 of the ratio of BFP-negative (effector-expressing) to BFP-positive (not effector-expressing) cells …

Tables

Appendix 1—key resources table
Reagent type (species) or resourceDesignationSource or referenceIdentifiersAdditional information
Cell line (Human)K562 CRISPRi (BFP)This paperN/AStable cell line with SFFV Zim3-dCas9 P2A BFP
Cell line (Human)K562 CRISPRi (GFP)This paperN/AStable cell line with SFFV Zim3-dCas9 P2A GFP
Cell line (Human)K562 CRISPRi (no fluorescent marker)This paperN/AStable cell line with SFFV Zim3-dCas9 P2A Hygro
Cell line (Human)RPE1 CRISPRi (Zim3)Replogle et al., 2022N/AStable cell line with SFFV Zim3-dCas9 P2A BFP
Cell line (Human)Jurkat CRISPRi (Zim3)This paperN/AStable cell line with EF1alpha Zim3-dCas9 P2A mCherry
Cell line (Human)HepG2 CRISPRiThis paperN/AStable cell line with EF1alpha Zim3-dCas9 P2A mCherry
Cell line (Human)HT29 CRISPRiThis paperN/AStable cell line with EF1alpha Zim3-dCas9 P2A mCherry
Cell line (Human)HuTu-80 CRISPRiThis paperN/AStable cell line with EF1alpha Zim3-dCas9 P2A mCherry
AntibodyAnti-human CD55 (clone JS11, mouse monoclonal), APCBioLegendCat#: 311311; RRID:AB_2075857Flow cytometry; 1:100 in PBS with 5% (v/v) FBS
AntibodyAnti-human CD81 (clone 5A6, mouse monoclonal), APCBioLegendCat#: 349509; RRID:AB_2564020Flow cytometry; 1:100 in PBS with 5% (v/v) FBS
AntibodyAnti-human CD151 (clone 50–6, mouse monoclonal), APCBioLegendCat#: 350405; RRID:AB_10661726Flow cytometry; 1:100 in PBS with 5% (v/v) FBS
AntibodyAnti-human CD29 (clone TS2/16, mouse monoclonal), APCBioLegendCat#: 303007; RRID:AB_314323Flow cytometry; 1:100 in PBS with 5% (v/v) FBS
AntibodyAnti-human B2M (clone 2M2, mouse monoclonal), APCBioLegendCat#: 316312; RRID:AB_10641281Flow cytometry; 1:100 in PBS with 5% (v/v) FBS
AntibodyMouse IgG1, κ Isotype Ctrl (clone MOPC-21, mouse monoclonal), APCBioLegendCat#: 981806Flow cytometry; 1:100 in PBS with 5% (v/v) FBS
Recombinant DNA reagentPlasmid pJB120_pHR-UCOE-SFFV-EGFPThis paperAddgene: 188900Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pJB074_pHR-UCOE-SFFV-dCas9-HA-2xNLS-P2A-EGFPThis paperAddgene: 188898Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pJB069_pHR-UCOE-SFFV-Zim3-NLS-dCas9-HA-2xNLS-P2A-EGFPThis paperAddgene: 188899Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pCL63_pHR-UCOE-SFFV-SID4x-dCas9-HA-2xNLS-XTEN80-KRAB(Kox1)-P2A-EGFPThis paperAddgene: 188901Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pCL51_pHR-UCOE-SFFV-dCas9-NLS-KRAB(Kox1)-MeCP2-P2A-EGFPThis paperAddgene: 188902Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pCL35_pHR-UCOE-SFFV-dCas9-HA-2xNLS-XTEN80-KRAB(Kox1)-P2A-EGFPThis paperAddgene: 188765Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pAG389_pHR-UCOE-SFFV-Zim3-NLS-dCas9-HA-2xNLS-P2A-HygroThis paperAddgene: 188768Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pNM1130_pHR-UCOE-EF1a-Zim3-NLS-dCas9-HA-2xNLS-loxP-P2A-EGFP-loxPThis paperAddgene: 188773Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pNM1129_pHR-UCOE-SFFV-Zim3-NLS-dCas9-HA-2xNLS-loxP-P2A-EGFP-loxPThis paperAddgene: 188774Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pNM1128_pHR-UCOE-EF1a-Zim3-NLS-dCas9-HA-2xNLS-mTagBFP2This paperAddgene:188775Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pNM1127_pHR-UCOE-SFFV-Zim3-NLS-dCas9-HA-2xNLS-mTagBFP2This paperAddgene: 188776Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pNM1125_pHR-UCOE-EF1a-Zim3-NLS-dCas9-HA-2xNLS-P2A-mTagBFP2This paperAddgene:188777Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pNM1124_pHR-UCOE-EF1a-Zim3-NLS-dCas9-HA-2xNLS-P2A-EGFPThis paperAddgene: 188778Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pNM1123_pHR-UCOE-SFFV-Zim3-NLS-dCas9-HA-2xNLS-P2A-mCherryThis paperAddgene: 188779Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pJB109_pHR-UCOE-EF1a-Zim3-NLS-dCas9-HA-2xNLS-P2A-mCherryThis paperAddgene: 188766Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pJB108_pHR-UCOE-SFFV-Zim3-NLS-dCas9-HA-2xNLS-P2A-mTagBFP2This paperAddgene: 188767Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pRAP0006_pHR-UCOE-EF1a-dCas9-HA-2xNLS-XTEN80-KRAB(Kox1)-IRES-mCherryThis paperAddgene: 188769Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pRAP0003_pHR-UCOE-SFFV-dCas9-HA-2xNLS-XTEN80-KRAB(Kox1)-IRES-mCherryThis paperAddgene: 188770Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pCL75_pHR-UCOE-EFS-dCas9-HA-2xNLS-XTEN80-KRAB(Kox1)-P2A-EGFPThis paperAddgene: 188771Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pCL74_pHR-UCOE-CMV-dCas9-HA-2xNLS-XTEN80-KRAB(Kox1)-P2A-EGFPThis paperAddgene: 188772Further information in Supplementary file 7
Recombinant DNA reagentPlasmid pCRISPRia-v2 (parent vector)DOI: 10.7554/eLife.19760Addgene: 84832
Recombinant DNA reagentPlasmid pU6-sgRNA EF1alpha-puro-T2A-mCherryThis paperAddgene: 188780Further information in Supplementary file 7
Recombinant DNA reagentpJR98This paperAddgene: 187239CR3 constant region – hU6 sgRNA promoter flanked by BsmBI sites. Further information in Supplementary file 7
Recombinant DNA reagentpJR100This paperAddgene: 187240Lentiviral sgRNA vector for Perturb-seq with mU6 sgRNA promoter, CR1 constant region with CS1 capture sequence in stem loop, and UCOE EF1alpha driving PURO-BFP marker expression. Further information in Supplementary file 7
Recombinant DNA reagentpJR101DOI: 10.1016/j.cell.2022.05.013/this paperAddgene: 187241Lentiviral sgRNA vector for Perturb-seq with mU6 sgRNA promoter, CR1 constant region with CS1 capture sequence in stem loop, and UCOE EF1alpha driving PURO-GFP marker expression. Further information in Supplementary file 7
Recombinant DNA reagentpJR103This paperAddgene: 187242Lentiviral sgRNA vector with mU6 sgRNA promoter, CR1 constant region, and UCOE EF1alpha driving PURO-BFP marker expression. Further information in Supplementary file 7
Recombinant DNA reagentpJR104This paperAddgene: 187243Lentiviral sgRNA vector with mU6 sgRNA promoter, CR1 constant region, and UCOE EF1alpha driving PURO-GFP marker expression. Further information in Supplementary file 7
Recombinant DNA reagentpJR106This paperAddgene: 187244Lentiviral sgRNA vector for CROP-seq with mU6 sgRNA promoter, CR1 constant region, and UCOE EF1alpha driving PURO-BFP marker expression. Further information in Supplementary file 7
Recombinant DNA reagentpJR107This paperAddgene: 187245Lentiviral sgRNA vector for CROP-seq with mU6 sgRNA promoter, CR1 constant region, and UCOE EF1alpha driving PURO-GFP marker expression. Further information in Supplementary file 7
Commercial assay or kitDirect-zol RNA MiniprepZymo ResearchCat#: R2051
Commercial assay or kitQubit RNA Broad Range (BR) KitThermo Fisher ScientificCat#: Q10211
Commercial assay or kitNucleoSpin Blood kit (XL or L)Macherey-NagelCat#: 740950 (XL) or 740954 (L)Purification of genomic DNA from cell pellets
Commercial assay or kitNEBNext Ultra II Q5 PCR MasterMixNEBCat#: M0544PCR amplification of dual-sgRNA elements from genomic DNA
OtherTransIT-LT1 Transfection ReagentMirus BioCat#: MIR 2300Transfection reagent for lentivirus production
Software, algorithmPython scripts to count dual-sgRNA elements in sequencing data and remove recombined elementsThis paperN/Ahttps://github.com/josephreplogle/CRISPRi-dual-sgRNA-screens, Replogle, 2022
Sequence-based reagentSequences of individual sgRNAs to target benchmarking genesThis paperN/ASequences listed in Supplementary file 8
Sequence-based reagentLibrary dJR004, Pilot genome-wide single-sgRNA human CRISPRi libraryThis paperN/AsgRNA targeting sequences in Supplementary file 1
Sequence-based reagentLibrary dJR020, Pilot genome-wide dual-sgRNA human CRISRi libraryThis paperN/AsgRNA targeting sequences in Supplementary file 1
Sequence-based reagentLibrary dJR072, Final genome-wide, sgRNA 1+2, dual-sgRNA human CRISPRi library with UMIsThis paperAddgene: 187246sgRNA targeting sequences in Supplementary file 4
Sequence-based reagentLibrary dJR073, Final genome-wide, sgRNA 3+4, dual-sgRNA human CRISPRi library with UMIsThis paperAddgene: 187247sgRNA targeting sequences in Supplementary file 4
Sequence-based reagentLibrary dJR074, Final genome-wide, sgRNA 5+6, dual-sgRNA human CRISPRi library with UMIsThis paperAddgene: 187248sgRNA targeting sequences in Supplementary file 4
Sequence-based reagentLibrary dJR075, Final genome-wide, sgRNA 1+2, dual-sgRNA human CRISPRa library with UMIsThis paperAddgene: 187249sgRNA targeting sequences in Supplementary file 9
Sequence-based reagentLibrary dJR076, Final genome-wide, sgRNA 3+4, dual-sgRNA human CRISPRa library with UMIsThis paperAddgene: 187250sgRNA targeting sequences in Supplementary file 9
Sequence-based reagentLibrary dJR077, Final genome-wide, sgRNA 5+6, dual-sgRNA human CRISPRa library with UMIsThis paperAddgene: 187251sgRNA targeting sequences in Supplementary file 9

Additional files

Supplementary file 1

Table with dual- and single-single guide RNA (sgRNA) sequences used for preliminary comparison.

https://cdn.elifesciences.org/articles/81856/elife-81856-supp1-v2.xlsx
Supplementary file 2

Table with read counts and growth phenotypes from pilot screen.

https://cdn.elifesciences.org/articles/81856/elife-81856-supp2-v2.csv
Supplementary file 3

Table with aggregated CRISPR interference (CRISPRi) single guide RNA (sgRNA) performance across screens.

https://cdn.elifesciences.org/articles/81856/elife-81856-supp3-v2.xlsx
Supplementary file 4

Table with finalized dual-single guide RNA (sgRNA) human CRISPR interference (CRISPRi) libraries.

https://cdn.elifesciences.org/articles/81856/elife-81856-supp4-v2.xlsx
Supplementary file 5

List of integration barcodes.

https://cdn.elifesciences.org/articles/81856/elife-81856-supp5-v2.xlsx
Supplementary file 6

Table with Dolcetto versus dual-single guide RNA (sgRNA) Perturb-seq comparison.

https://cdn.elifesciences.org/articles/81856/elife-81856-supp6-v2.xlsx
Supplementary file 7

Table of plasmids.

https://cdn.elifesciences.org/articles/81856/elife-81856-supp7-v2.xlsx
Supplementary file 8

Table with sequences of single guide RNAs (sgRNAs) used for individual validation.

https://cdn.elifesciences.org/articles/81856/elife-81856-supp8-v2.xlsx
Supplementary file 9

Table with dual-single guide RNA (sgRNA) human CRISPR activation (CRISPRa) libraries.

https://cdn.elifesciences.org/articles/81856/elife-81856-supp9-v2.xlsx
Supplementary file 10

Table with in silico dual-single guide RNA (sgRNA) mouse CRISPR interference (CRISPRi) libraries.

https://cdn.elifesciences.org/articles/81856/elife-81856-supp10-v2.xlsx
Supplementary file 11

Table with in silico dual-single guide RNA (sgRNA) mouse CRISPR activation (CRISPRa) libraries.

https://cdn.elifesciences.org/articles/81856/elife-81856-supp11-v2.xlsx
Supplementary file 12

Table with dual-single guide RNA (sgRNA) human CRISPR interference (CRISPRi) library targeting DepMap Common Essential genes.

https://cdn.elifesciences.org/articles/81856/elife-81856-supp12-v2.csv
MDAR checklist
https://cdn.elifesciences.org/articles/81856/elife-81856-mdarchecklist1-v2.docx

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