Pooled Crispr Screening With Single Cell Transcriptome Read Out
. 2017 Mar;14(3):297-301.
doi: x.1038/nmeth.4177. Epub 2017 Jan 18.
Pooled CRISPR screening with single-cell transcriptome readout
Affiliations
- PMID: 28099430
- PMCID: PMC5334791
- DOI: 10.1038/nmeth.4177
Free PMC article
Pooled CRISPR screening with unmarried-cell transcriptome readout
Nat Methods. 2017 Mar .
Free PMC article
Abstract
CRISPR-based genetic screens are accelerating biological discovery, but current methods have inherent limitations. Widely used pooled screens are restricted to simple readouts including cell proliferation and sortable marker proteins. Arrayed screens allow for comprehensive molecular readouts such as transcriptome profiling, but at much lower throughput. Here we combine pooled CRISPR screening with unmarried-prison cell RNA sequencing into a broadly applicable workflow, straight linking guide RNA expression to transcriptome responses in thousands of individual cells. Our method for CRISPR droplet sequencing (CROP-seq) enables pooled CRISPR screens with single-cell transcriptome resolution, which volition facilitate loftier-throughput functional autopsy of circuitous regulatory mechanisms and heterogeneous cell populations.
Conflict of involvement argument
The authors declare no competing fiscal interests.
Reprints and permissions data is available online at
Figures

a) Pooled screens discover changes in gRNA abundance amidst bulk populations of cells, which limits them to simple readouts based on cell frequencies. b) Arrayed screens support circuitous readouts such as transcriptome profiling, but cells transduced with different gRNAs have to exist physically separated. c) CROP-seq uses droplet-based unmarried-cell RNA-seq to contour each cell's transcriptome together with the expressed gRNA, and knockout signatures are derived by averaging across cells that express gRNAs for the same target gene. d) Data analysis identifies pathway signature genes and quantifies the result of specific gRNAs on these signatures. eastward) The CROP-seq lentiviral construct includes a gRNA cassette within the 3' long last repeat (LTR), which is duplicated during viral integration. Information technology expresses an RNA polymerase Three transcript for genome editing and a polyadenylated RNA polymerase 2 transcript detected by single-prison cell RNA-seq. f) Cloning the hU6-gRNA cassette into the 3' LTR to generate CROPseq-Guide-Puro does not compromise lentiviral function for gRNAs. In contrast, 1,885 bp of filler Dna result in a 98-fold reduction of the viral titer. g) Genome editing efficiencies and indel signatures are highly similar between LentiGuide-Puro and CROPseq-Guide-Puro. h) CROP-seq can detect gRNAs from single-prison cell transcriptomes. i) The rate of successful gRNA assignments is associated with single-cell transcriptome quality, expressed as the number of detected genes per cell. Most cells were assigned to one gRNA, except for a small fraction of cell doublets. Error confined, 95% CI. j) Performance statistics across all Ingather-seq experiments.

a) Experimental design of a single-cell CRISPR screen for T cell receptor (TCR) pathway induction. b) Fold change of gRNA abundance between cell assignments from CROP-seq and gRNA counts from plasmid library sequencing. Values were normalized to the total of assigned cells or reads, respectively. c) Inference of pathway signature from Crop-seq data. Single-cell transcriptomes were aggregated by gRNA target genes, and principal component assay separated naive and anti-CD3/CD28-stimulated cells. Genes with absolute loading values for main component 1 that exceeded the 99th percentile were included in the TCR induction signature (due north = 165). The signature was enriched for genes with a known function in TCR signaling (inset). d) Median relative expression (column z-score) beyond the 165 pathway signature genes (columns), accumulation cells that limited gRNAs targeting the same cistron (rows). e) Distribution of signature intensity across single cells (left) and number of cells (right) for each gRNA target gene. The median is indicated with a white dot. f) Cistron signature concordance between Ingather-seq and bulk RNA-seq in an arrayed validation screen. Known positive and negative regulators of the TCR pathway are highlighted. k) Concordance of the CD69 marker of TCR induction between Ingather-seq and an arrayed validation screen with flow cytometry readout. h) Changes in TCR pathway induction detected past Crop-seq mapped onto a schematic of the T-cell receptor with key downstream regulators. i) CD69 marker levels in control cells and knockouts for important TCR activators or repressors. j) Robustness of Ingather-seq signatures in a downsampling assay at the gene and gRNA levels, evaluated against majority RNA-seq data.
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