Optimization of Genome-Wide CRISPR Screens Using Dual-Guide RNA Infection with Cas9 Electroporation (DICE).
Single-guide RNA (sgRNA) lentiviral infection with Cas9 protein electroporation (SLICE) enables CRISPR screening in primary cell types that require transient Cas9 expression, yet is limited by scalability and robustness. Here, we introduce dual guide RNA infection with Cas9 electroporation (DICE), which expresses two guides from the same lentiviral construct that target the same gene. In genome-wide screens, DICE outperformed SLICE in defining essential genes and modulators of PD-L1 expression in Interferon-gamma-activated THP1 cells. Collectively, these data demonstrate that DICE can be utilized for reduced-scale CRISPR screens in cell types with transient Cas9 protein expression without sacrificing screening quality.
- Research Article
556
- 10.1016/j.cell.2018.10.024
- Nov 15, 2018
- Cell
Genome-wide CRISPR Screens in Primary Human T Cells Reveal Key Regulators of Immune Function
- Research Article
81
- 10.1016/j.stem.2021.11.001
- Jan 1, 2022
- Cell Stem Cell
Genome-wide screening in human kidney organoids identifies developmental and disease-related aspects of nephrogenesis.
- Research Article
17
- 10.1186/s13059-021-02513-w
- Oct 22, 2021
- Genome Biology
BackgroundRhinoviruses (RVs) cause more than half of common colds and, in some cases, more severe diseases. Functional genomics analyses of RVs using siRNA or genome-wide CRISPR screen uncovered a limited set of host factors, few of which have proven clinical relevance.ResultsHerein, we systematically compare genome-wide CRISPR screen and surface protein-focused CRISPR screen, referred to as surfaceome CRISPR screen, for their efficiencies in identifying RV host factors. We find that surfaceome screen outperforms the genome-wide screen in the success rate of hit identification. Importantly, using the surfaceome screen, we identify olfactomedin-like 3 (OLFML3) as a novel host factor of RV serotypes A and B, including a clinical isolate. We find that OLFML3 is a RV-inducible suppressor of the innate immune response and that OLFML3 antagonizes type I interferon (IFN) signaling in a SOCS3-dependent manner.ConclusionOur study suggests that RV-induced OLFML3 expression is an important mechanism for RV to hijack the immune system and underscores surfaceome CRISPR screen in identifying viral host factors.
- Abstract
- 10.1182/blood-2018-99-115368
- Nov 29, 2018
- Blood
Identifying Factors in Multiple Myeloma Controlling Response to B-Cell Maturation Antigen (BCMA)-Targeted Immunotherapy Using CRISPR-Based Functional Genomics
- Research Article
- 10.1158/1538-7445.sabcs21-p5-17-09
- Feb 15, 2022
- Cancer Research
Background: CDK4/6 inhibitors (CDK4/6i) have improved survival of patients with advanced estrogen receptor-positive (ER+) breast cancer. However, this benefit is transient as virtually all these tumors eventually develop drug resistance and recur. Clinical studies have reported an association of RB1 loss-of-function genomic alterations with acquired resistance to CDK4/6i. Given the enrichment of RB1 alterations post CDK4/6i treatment, ER+/RB1-deficient breast cancer will become a rising patient population in need of discovery of novel treatment strategies. In this study, we sought to identify actionable vulnerabilities for this refractory breast cancer subtype using a genome-wide CRISPR screen. Methods: RB1 was knocked out in ER+ MCF-7 and T47D breast cancer cells using CRISPR-Cas9; complete gene knockout was confirmed by PCR-based genotyping, Sanger sequencing, and immunoblot analysis. Isogenic RB1 knockout (RBKO) and wild-type (WT) T47D cells were used for the genome-wide CRISPR screen. MAGeCKFlute was used to identify differentially essential genes in T47D RBKO vs WT cells; Gene Ontology (GO) analysis was used to prioritize hits. MCF-7 and T47D RBKO cells were used for validating and studying the function of the identified genes. Results: Knockout of RB1 in MCF-7 and T47D cells increased IC50 of abemaciclib, palbociclib, and ribociclib 10-200 fold compared to WT cells. RNA-seq analysis showed upregulation of E2F target gene expression in RBKO vs WT cells. The CRISPR screen revealed that CCND1 and CDK4 lost their essentiality in T47D RBKO cells, suggesting that loss of RB1 uncouples the CDK4/Cyclin D1 complex from E2F-regulated transcription. GO analysis of the top 50 differentially essential hits of RBKO vs WT cells showed an enrichment of protein arginine methyltransferase activity, primarily PRMT5, which post-translationally mono-methylates and symmetrically di-methylates protein arginine. In agreement with this finding, PRMT5 knockout by three individual sgRNAs resulted in more potent growth inhibition of MCF-7 and T47D RBKO cells than WT cells. Further, transfection of PRMT5 siRNA or treatment with the PRMT5 small molecule inhibitor GSK3326595 - currently in clinical trials - resulted in G1 arrest of MCF-7 and T47D RBKO cells as assayed by propidium iodide staining but did not induce caspase 3/7 or PARP cleavage (apoptosis). RNA-seq of PRMT5 siRNA vs control siRNA in MCF-7 and T47D RBKO cells exhibited significant downregulation of E2F Hallmark gene signature, further suggesting PRMT5 inhibition as a strategy to suppress E2F-regulated gene expression when cells lose Rb. The CRISPR screen also revealed that transcription factors that drive ER signaling, such as FOXA1, GATA3, MYC, SPDEF, and ESR1 (the gene encoding ERα), were commonly essential in both T47D WT and RBKO cells. Estrogen deprivation or treatment with fulvestrant inhibited estrogen responsive element (ERE) luciferase reporter activity, expression of putative E2F target genes, and proliferation of both WT and RBKO cells, suggesting that ER+ cells still rely on ERα irrespective of RB1 status. Treatment of MCF-7 and T47D RBKO cells with fulvestrant and GSK3326595 resulted in more potent growth inhibition than each drug alone, suggesting a novel approach to treat ER+/RB1-deficient breast cancer. We are currently testing the antitumor activity of fulvestrant plus GSK3326595 against RBKO xenografts as well as the requirement of arginine methyltransferase activity associated with PRMT5 for growth of ER+/RB1-deficient breast cancer cells. Conclusion: PRMT5 is essential for proliferation of ER+/RB1-deficient breast cancer cells. Targeting PRMT5 in combination with anti-estrogens is a novel and testable strategy to suppress E2F-regulated cell cycle progression of this CDK4/6 inhibitor-resistant breast cancer subtype. Citation Format: Chang-Ching Lin, Tsung-Cheng Chang, Alberto Servetto, Kyung-min Lee, He Zhang, Yunguan Wang, Dan Ye, Sumanta Chatterjee, Dhivya R Sudhan, Hiroaki Akamatsu, Yang Xie, Joshua T Mendell, Ariella B Hanker, Carlos L Arteaga. A genome-wide CRISPR screen identifies PRMT5 as a novel therapeutic target in ER+/RB1-deficient breast cancer [abstract]. In: Proceedings of the 2021 San Antonio Breast Cancer Symposium; 2021 Dec 7-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2022;82(4 Suppl):Abstract nr P5-17-09.
- Research Article
24
- 10.4049/jimmunol.202.supp.130.6
- May 1, 2019
- The Journal of Immunology
Human T cells are central effectors of immunity and cancer immunotherapy. CRISPR-based functional studies in T cells could prioritize novel targets for drug development and improve the design of genetically reprogrammed cell-based therapies. However, large-scale CRISPR screens have been challenging in primary human cells. Critical biology of human immune cells, including key signaling pathways and effector functions, may not be recapitulated in immortalized cell lines. We developed a new method, sgRNA lentiviral infection with Cas9 protein electroporation (SLICE), to identify regulators of stimulation responses in primary human T cells. Genome-wide loss-of-function screens identified essential T cell receptor signaling components and genes that negatively tune proliferation following stimulation. Targeted ablation of individual candidate genes characterized hits and identified perturbations that enhanced cancer cell killing. SLICE coupled with single-cell RNA-Seq revealed signature stimulation-response gene programs altered by key genetic perturbations. SLICE genome-wide screening was also adaptable to identify mediators of immunosuppression, revealing genes controlling responses to adenosine signaling. In summary, we have developed a novel pooled CRISPR screening technology with the potential to explore unmapped genetic circuits in primary human cells and to guide the design of engineered cell therapies.
- Abstract
1
- 10.1182/blood-2022-159264
- Nov 15, 2022
- Blood
Defining Clinical and Molecular Biomarkers for Venetoclax-Based Drug Combinations to Augment AML Therapy
- Abstract
- 10.1136/esmoopen-2018-eacr25.42
- Jun 1, 2018
- ESMO Open
SPOT-009 Identification of novel hippo pathway regulators using a genome wide CRISPR screen
- Research Article
96
- 10.7554/elife.36333
- Jul 27, 2018
- eLife
Genome-wide screens in Drosophila cells have offered numerous insights into gene function, yet a major limitation has been the inability to stably deliver large multiplexed DNA libraries to cultured cells allowing barcoded pooled screens. Here, we developed a site-specific integration strategy for library delivery and performed a genome-wide CRISPR knockout screen in Drosophila S2R+ cells. Under basal growth conditions, 1235 genes were essential for cell fitness at a false-discovery rate of 5%, representing the highest-resolution fitness gene set yet assembled for Drosophila, including 407 genes which likely duplicated along the vertebrate lineage and whose orthologs were underrepresented in human CRISPR screens. We additionally performed context-specific fitness screens for resistance to or synergy with trametinib, a Ras/ERK/ETS inhibitor, or rapamycin, an mTOR inhibitor, and identified key regulators of each pathway. The results present a novel, scalable, and versatile platform for functional genomic screens in invertebrate cells.
- Research Article
41
- 10.7554/elife.36333.036
- Jun 20, 2018
- eLife
Genome-wide screens in Drosophila cells have offered numerous insights into gene function, yet a major limitation has been the inability to stably deliver large multiplexed DNA libraries to cultured cells allowing barcoded pooled screens. Here, we developed a site-specific integration strategy for library delivery and performed a genome-wide CRISPR knockout screen in Drosophila S2R+ cells. Under basal growth conditions, 1235 genes were essential for cell fitness at a false-discovery rate of 5%, representing the highest-resolution fitness gene set yet assembled for Drosophila, including 407 genes which likely duplicated along the vertebrate lineage and whose orthologs were underrepresented in human CRISPR screens. We additionally performed context-specific fitness screens for resistance to or synergy with trametinib, a Ras/ERK/ETS inhibitor, or rapamycin, an mTOR inhibitor, and identified key regulators of each pathway. The results present a novel, scalable, and versatile platform for functional genomic screens in invertebrate cells.
- Abstract
- 10.1182/blood-2024-202448
- Nov 5, 2024
- Blood
Comprehensive Drug Profiling and CRISPR Screening Reveal Essential Pathways for NK Cell Cytotoxicity
- Abstract
1
- 10.1016/s2152-2650(21)02093-0
- Oct 1, 2021
- Clinical Lymphoma Myeloma and Leukemia
OAB-019: CRISPR screens with single-cell transcriptome readout reveal potential mechanisms of response to natural killer cell treatment in multiple myeloma
- Abstract
- 10.1182/blood-2023-189245
- Nov 28, 2023
- Blood
Exploring the Mechanisms of Venetoclax Resistance Via Drug Screening and Genome-Wide CRISPR Screening
- Research Article
- 10.1097/ju.0000000000003245.09
- Apr 1, 2023
- Journal of Urology
MP20-09 GENOME-WIDE CRISPR SCREENS IDENTIFY NOVEL TARGET GENES WHICH ALTER PROSTATE CANCER SENSITIVITY TO RADIATION THERAPY
- Abstract
- 10.1182/blood-2024-198761
- Nov 5, 2024
- Blood
Statins Kill Acute Myeloid Leukemia Cells through Low-Density Lipoprotein Receptor-Mediated Unfolded Protein Response Activation