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2.
Nat Biomed Eng ; 8(3): 291-309, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-37996617

RESUMO

Mapping mutations and discovering cellular determinants that cause the spike protein of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) to induce infected cells to form syncytia would facilitate the development of strategies for blocking the formation of such cell-cell fusion. Here we describe high-throughput screening methods based on droplet microfluidics and the size-exclusion selection of syncytia, coupled with large-scale mutagenesis and genome-wide knockout screening via clustered regularly interspaced short palindromic repeats (CRISPR), for the large-scale identification of determinants of cell-cell fusion. We used the methods to perform deep mutational scans in spike-presenting cells to pinpoint mutable syncytium-enhancing substitutions in two regions of the spike protein (the fusion peptide proximal region and the furin-cleavage site). We also used a genome-wide CRISPR screen in cells expressing the receptor angiotensin-converting enzyme 2 to identify inhibitors of clathrin-mediated endocytosis that impede syncytium formation, which we validated in hamsters infected with SARS-CoV-2. Finding genetic and cellular determinants of the formation of syncytia may reveal insights into the physiological and pathological consequences of cell-cell fusion.


Assuntos
COVID-19 , SARS-CoV-2 , Humanos , Ensaios de Triagem em Larga Escala , Glicoproteína da Espícula de Coronavírus/genética , COVID-19/patologia , Células Gigantes/metabolismo , Células Gigantes/patologia
3.
Nat Commun ; 13(1): 6167, 2022 10 18.
Artigo em Inglês | MEDLINE | ID: mdl-36257931

RESUMO

Precise, scalable, and sustainable control of genetic and cellular activities in mammalian cells is key to developing precision therapeutics and smart biomanufacturing. Here we create a highly tunable, modular, versatile CRISPR-based synthetic transcription system for the programmable control of gene expression and cellular phenotypes in mammalian cells. Genetic circuits consisting of well-characterized libraries of guide RNAs, binding motifs of synthetic operators, transcriptional activators, and additional genetic regulatory elements express mammalian genes in a highly predictable and tunable manner. We demonstrate the programmable control of reporter genes episomally and chromosomally, with up to 25-fold more activity than seen with the EF1α promoter, in multiple cell types. We use these circuits to program the secretion of human monoclonal antibodies and to control T-cell effector function marked by interferon-γ production. Antibody titers and interferon-γ concentrations significantly correlate with synthetic promoter strengths, providing a platform for programming gene expression and cellular function in diverse applications.


Assuntos
Interferon gama , Fatores de Transcrição , Animais , Humanos , Interferon gama/genética , Fatores de Transcrição/metabolismo , Redes Reguladoras de Genes , Expressão Gênica , Anticorpos Monoclonais/genética , Biologia Sintética , Transcrição Gênica , Mamíferos/genética
4.
Nat Commun ; 13(1): 2219, 2022 04 25.
Artigo em Inglês | MEDLINE | ID: mdl-35468907

RESUMO

The genome-editing Cas9 protein uses multiple amino-acid residues to bind the target DNA. Considering only the residues in proximity to the target DNA as potential sites to optimise Cas9's activity, the number of combinatorial variants to screen through is too massive for a wet-lab experiment. Here we generate and cross-validate ten in silico and experimental datasets of multi-domain combinatorial mutagenesis libraries for Cas9 engineering, and demonstrate that a machine learning-coupled engineering approach reduces the experimental screening burden by as high as 95% while enriching top-performing variants by ∼7.5-fold in comparison to the null model. Using this approach and followed by structure-guided engineering, we identify the N888R/A889Q variant conferring increased editing activity on the protospacer adjacent motif-relaxed KKH variant of Cas9 nuclease from Staphylococcus aureus (KKH-SaCas9) and its derived base editor in human cells. Our work validates a readily applicable workflow to enable resource-efficient high-throughput engineering of genome editor's activity.


Assuntos
Proteínas de Bactérias , Sistemas CRISPR-Cas , Proteínas de Bactérias/metabolismo , Sistemas CRISPR-Cas/genética , DNA/metabolismo , Humanos , Aprendizado de Máquina , Mutagênese
5.
Nucleic Acids Res ; 50(3): 1650-1660, 2022 02 22.
Artigo em Inglês | MEDLINE | ID: mdl-35051997

RESUMO

The Cas9 nuclease from Staphylococcus aureus (SaCas9) holds great potential for use in gene therapy, and variants with increased fidelity have been engineered. However, we find that existing variants have not reached the greatest accuracy to discriminate base mismatches and exhibited much reduced activity when their mutations were grafted onto the KKH mutant of SaCas9 for editing an expanded set of DNA targets. We performed structure-guided combinatorial mutagenesis to re-engineer KKH-SaCas9 with enhanced accuracy. We uncover that introducing a Y239H mutation on KKH-SaCas9's REC domain substantially reduces off-target edits while retaining high on-target activity when added to a set of mutations on REC and RuvC domains that lessen its interactions with the target DNA strand. The Y239H mutation is modelled to have removed an interaction from the REC domain with the guide RNA backbone in the guide RNA-DNA heteroduplex structure. We further confirmed the greatly improved genome-wide editing accuracy and single-base mismatch discrimination of our engineered variants, named KKH-SaCas9-SAV1 and SAV2, in human cells. In addition to generating broadly useful KKH-SaCas9 variants with unprecedented accuracy, our findings demonstrate the feasibility for multi-domain combinatorial mutagenesis on SaCas9's DNA- and guide RNA- interacting residues to optimize its editing fidelity.


Assuntos
Proteína 9 Associada à CRISPR/genética , Edição de Genes , Staphylococcus aureus , Sistemas CRISPR-Cas , Humanos , Nuclease do Micrococo/genética , RNA Guia de Cinetoplastídeos , Staphylococcus aureus/genética
6.
Cancer Res ; 81(24): 6219-6232, 2021 12 15.
Artigo em Inglês | MEDLINE | ID: mdl-34666996

RESUMO

Systematic testing of existing drugs and their combinations is an attractive strategy to exploit approved drugs for repurposing and identifying the best actionable treatment options. To expedite the search among many possible drug combinations, we designed a combinatorial CRISPR-Cas9 screen to inhibit druggable targets. Coblockade of the N-methyl-d-aspartate receptor (NMDAR) with targets of first-line kinase inhibitors reduced hepatocellular carcinoma (HCC) cell growth. Clinically, HCC patients with low NMDAR1 expression showed better survival. The clinically approved NMDAR antagonist ifenprodil synergized with sorafenib to induce the unfolded protein response, trigger cell-cycle arrest, downregulate genes associated with WNT signaling and stemness, and reduce self-renewal ability of HCC cells. In multiple HCC patient-derived organoids and human tumor xenograft models, the drug combination, but neither single drug alone, markedly reduced tumor-initiating cancer cell frequency. Because ifenprodil has an established safety history for its use as a vasodilator in humans, our findings support the repurposing of this drug as an adjunct for HCC treatment to improve clinical outcome and reduce tumor recurrence. These results also validate an approach for readily discovering actionable combinations for cancer therapy. SIGNIFICANCE: Combinatorial CRISPR-Cas9 screening identifies actionable targets for HCC therapy, uncovering the potential of combining the clinically approved drugs ifenprodil and sorafenib as a new effective treatment regimen.


Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/farmacologia , Biomarcadores Tumorais/metabolismo , Sistemas CRISPR-Cas , Carcinoma Hepatocelular/tratamento farmacológico , Regulação Neoplásica da Expressão Gênica/efeitos dos fármacos , Neoplasias Hepáticas/tratamento farmacológico , Animais , Apoptose , Biomarcadores Tumorais/genética , Carcinoma Hepatocelular/metabolismo , Carcinoma Hepatocelular/patologia , Proliferação de Células , Humanos , Neoplasias Hepáticas/metabolismo , Neoplasias Hepáticas/patologia , Masculino , Camundongos , Camundongos Endogâmicos BALB C , Camundongos Endogâmicos C57BL , Camundongos Endogâmicos NOD , Camundongos Nus , Camundongos SCID , Piperidinas/administração & dosagem , Sorafenibe/administração & dosagem , Células Tumorais Cultivadas , Ensaios Antitumorais Modelo de Xenoenxerto
7.
Nat Commun ; 12(1): 4138, 2021 07 06.
Artigo em Inglês | MEDLINE | ID: mdl-34230498

RESUMO

Despite significant clinical progress in cell and gene therapies, maximizing protein expression in order to enhance potency remains a major technical challenge. Here, we develop a high-throughput strategy to design, screen, and optimize 5' UTRs that enhance protein expression from a strong human cytomegalovirus (CMV) promoter. We first identify naturally occurring 5' UTRs with high translation efficiencies and use this information with in silico genetic algorithms to generate synthetic 5' UTRs. A total of ~12,000 5' UTRs are then screened using a recombinase-mediated integration strategy that greatly enhances the sensitivity of high-throughput screens by eliminating copy number and position effects that limit lentiviral approaches. Using this approach, we identify three synthetic 5' UTRs that outperform commonly used non-viral gene therapy plasmids in expressing protein payloads. In summary, we demonstrate that high-throughput screening of 5' UTR libraries with recombinase-mediated integration can identify genetic elements that enhance protein expression, which should have numerous applications for engineered cell and gene therapies.


Assuntos
Regiões 5' não Traduzidas/genética , Engenharia Genética , Terapia Genética , Algoritmos , Linhagem Celular , Expressão Gênica , Células HEK293 , Ensaios de Triagem em Larga Escala , Humanos , Plasmídeos , Regiões Promotoras Genéticas , Recombinases
8.
STAR Protoc ; 2(1): 100255, 2021 03 19.
Artigo em Inglês | MEDLINE | ID: mdl-33490975

RESUMO

The CRISPR-Cas system coupled with Combinatorial Genetics En Masse (CombiGEM) enables systematic analysis of high-order genetic perturbations that are important for understanding biological processes and discovering therapeutic target combinations. Here, we present detailed steps and technical considerations for building multiplexed guide RNA libraries and carrying out a combinatorial CRISPR screen in mammalian cells. We also present an analytical pipeline, CombiPIPE, for mapping two- and three-way genetic interactions. For complete details on the use and execution of this protocol, please refer to Zhou et al. (2020).


Assuntos
Sistemas CRISPR-Cas , Testes Genéticos , Animais , Linhagem Celular , Humanos , RNA Guia de Cinetoplastídeos/genética , RNA Guia de Cinetoplastídeos/metabolismo
9.
Methods Mol Biol ; 2199: 3-12, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33125641

RESUMO

Exploring how combinatorial mutations can be combined to optimize protein functions is important to guide protein engineering. Given the vast combinatorial space of changing multiple amino acids, identifying the top-performing variants from a large number of mutants might not be possible without a high-throughput gene assembly and screening strategy. Here we describe the CombiSEAL platform, a strategy that allows for modularization of any protein sequence into multiple segments for mutagenesis and barcoding, and seamless single-pot ligations of different segments to generate a library of combination mutants linked with concatenated barcodes at one end. By reading the barcodes using next-generation sequencing, activities of each protein variant during the protein selection process can be easily tracked in a high-throughput manner. CombiSEAL not only allows the identification of better protein variants but also enables the systematic analyses to distinguish the beneficial, deleterious, and neutral effects of combining different mutations on protein functions.


Assuntos
Sequenciamento de Nucleotídeos em Larga Escala , Mutagênese , Engenharia de Proteínas , Proteínas Recombinantes/genética
10.
Cell Rep ; 32(6): 108020, 2020 08 11.
Artigo em Inglês | MEDLINE | ID: mdl-32783942

RESUMO

We present a CRISPR-based multi-gene knockout screening system and toolkits for extensible assembly of barcoded high-order combinatorial guide RNA libraries en masse. We apply this system for systematically identifying not only pairwise but also three-way synergistic therapeutic target combinations and successfully validate double- and triple-combination regimens for suppression of cancer cell growth and protection against Parkinson's disease-associated toxicity. This system overcomes the practical challenges of experimenting on a large number of high-order genetic and drug combinations and can be applied to uncover the rare synergistic interactions between druggable targets.


Assuntos
Sistemas CRISPR-Cas , Combinação de Medicamentos , Sistemas de Liberação de Medicamentos/métodos , Ensaios de Triagem em Larga Escala/métodos , Animais , Antineoplásicos/farmacologia , Drosophila melanogaster , Técnicas de Inativação de Genes , Células HEK293 , Humanos , Camundongos , Neoplasias/tratamento farmacológico , Doença de Parkinson/tratamento farmacológico , RNA Guia de Cinetoplastídeos
11.
Nat Methods ; 16(8): 789, 2019 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-31337886

RESUMO

An amendment to this paper has been published and can be accessed via a link at the top of the paper.

12.
Nat Methods ; 16(8): 722-730, 2019 08.
Artigo em Inglês | MEDLINE | ID: mdl-31308554

RESUMO

The combined effect of multiple mutations on protein function is hard to predict; thus, the ability to functionally assess a vast number of protein sequence variants would be practically useful for protein engineering. Here we present a high-throughput platform that enables scalable assembly and parallel characterization of barcoded protein variants with combinatorial modifications. We demonstrate this platform, which we name CombiSEAL, by systematically characterizing a library of 948 combination mutants of the widely used Streptococcus pyogenes Cas9 (SpCas9) nuclease to optimize its genome-editing activity in human cells. The ease with which the editing activities of the pool of SpCas9 variants can be assessed at multiple on- and off-target sites accelerates the identification of optimized variants and facilitates the study of mutational epistasis. We successfully identify Opti-SpCas9, which possesses enhanced editing specificity without sacrificing potency and broad targeting range. This platform is broadly applicable for engineering proteins through combinatorial modifications en masse.


Assuntos
Proteína 9 Associada à CRISPR/genética , Sistemas CRISPR-Cas/genética , Edição de Genes , Mutagênese , Mutação , RNA Guia de Cinetoplastídeos/genética , Software , Humanos , Engenharia de Proteínas , Streptococcus pyogenes/enzimologia , Especificidade por Substrato
13.
Annu Rev Genet ; 50: 515-538, 2016 Nov 23.
Artigo em Inglês | MEDLINE | ID: mdl-27732793

RESUMO

High-order interactions among components of interconnected genetic networks regulate complex functions in biological systems, but deciphering these interactions is challenging. New strategies are emerging to decode these combinatorial genetic interactions across a wide range of organisms. Here, we review advances in multiplexed and combinatorial genetic perturbation technologies and high-throughput profiling platforms that are enabling the systematic dissection of complex genetic networks. These rapidly evolving technologies are being harnessed to probe combinatorial gene functions in functional genomics studies and have the potential to advance our understanding of how genetic networks regulate sophisticated biological phenotypes, to generate novel therapeutic strategies, and to enable the engineering of complex artificial gene networks.


Assuntos
Biologia Computacional/métodos , Redes Reguladoras de Genes , Engenharia Genética/métodos , Animais , Expressão Gênica , Humanos , Modelos Genéticos , Interferência de RNA , Processamento Pós-Transcricional do RNA , Biologia de Sistemas/métodos
14.
Proc Natl Acad Sci U S A ; 113(9): 2544-9, 2016 Mar 01.
Artigo em Inglês | MEDLINE | ID: mdl-26864203

RESUMO

The orchestrated action of genes controls complex biological phenotypes, yet the systematic discovery of gene and drug combinations that modulate these phenotypes in human cells is labor intensive and challenging to scale. Here, we created a platform for the massively parallel screening of barcoded combinatorial gene perturbations in human cells and translated these hits into effective drug combinations. This technology leverages the simplicity of the CRISPR-Cas9 system for multiplexed targeting of specific genomic loci and the versatility of combinatorial genetics en masse (CombiGEM) to rapidly assemble barcoded combinatorial genetic libraries that can be tracked with high-throughput sequencing. We applied CombiGEM-CRISPR to create a library of 23,409 barcoded dual guide-RNA (gRNA) combinations and then perform a high-throughput pooled screen to identify gene pairs that inhibited ovarian cancer cell growth when they were targeted. We validated the growth-inhibiting effects of specific gene sets, including epigenetic regulators KDM4C/BRD4 and KDM6B/BRD4, via individual assays with CRISPR-Cas-based knockouts and RNA-interference-based knockdowns. We also tested small-molecule drug pairs directed against our pairwise hits and showed that they exerted synergistic antiproliferative effects against ovarian cancer cells. We envision that the CombiGEM-CRISPR platform will be applicable to a broad range of biological settings and will accelerate the systematic identification of genetic combinations and their translation into novel drug combinations that modulate complex human disease phenotypes.


Assuntos
Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , Código de Barras de DNA Taxonômico , Humanos
15.
Nat Biotechnol ; 33(9): 952-61, 2015 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-26280411

RESUMO

The systematic functional analysis of combinatorial genetics has been limited by the throughput that can be achieved and the order of complexity that can be studied. To enable massively parallel characterization of genetic combinations in human cells, we developed a technology for rapid, scalable assembly of high-order barcoded combinatorial genetic libraries that can be quantified with high-throughput sequencing. We applied this technology, combinatorial genetics en masse (CombiGEM), to create high-coverage libraries of 1,521 two-wise and 51,770 three-wise barcoded combinations of 39 human microRNA (miRNA) precursors. We identified miRNA combinations that synergistically sensitize drug-resistant cancer cells to chemotherapy and/or inhibit cancer cell proliferation, providing insights into complex miRNA networks. More broadly, our method will enable high-throughput profiling of multifactorial genetic combinations that regulate phenotypes of relevance to biomedicine, biotechnology and basic science.


Assuntos
Biomarcadores Tumorais/genética , Técnicas de Química Combinatória/métodos , Sequenciamento de Nucleotídeos em Larga Escala/métodos , MicroRNAs/genética , Neoplasias Experimentais/genética , Análise de Sequência de RNA/métodos , Sequência de Bases , Linhagem Celular Tumoral , Marcadores Genéticos/genética , Humanos , Dados de Sequência Molecular
16.
Mol Cancer Res ; 12(2): 228-38, 2014 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-24184540

RESUMO

UNLABELLED: A disintegrins and metalloproteinases with thrombospondin motifs (ADAMTS) family members have been reported dysregulated in various cancers. Through refining a loss of heterozygosity locus at 11q25 by array-CGH, we identified ADAMTS8 as a novel candidate tumor suppressor gene. Although ADAMTS8 downregulation has been reported in several tumors, its biologic function and underlying mechanism remain largely unknown. Here, we found that ADAMTS8 is broadly expressed in normal tissues but frequently downregulated or silenced by promoter methylation in common carcinoma cell lines, including nasopharyngeal, esophageal squamous cell, gastric, and colorectal carcinomas. Pharmacologic or genetic demethylation restored ADAMTS8 expression, indicating that promoter methylation mediates its silencing. Aberrant methylation of ADAMTS8 was also detected in several types of primary tumors but rarely in normal tissues. Further functional studies showed that restoring ADAMTS8 expression suppressed tumor cell clonogenicity through inducing apoptosis. ADAMTS8 as a secreted protease inhibited epidermal growth factor receptor (EGFR) signaling along with decreased levels of phosphorylated MEK and ERK. We further found that ADAMTS8 disrupted actin stress fiber organization and inhibited tumor cell motility. Thus, our data demonstrate that ADAMTS8 metalloprotease acts as a functional tumor suppressor through antagonizing EGFR-MEK-ERK signaling, in addition to its previously reported anti-angiogenesis function, and is frequently methylated in common tumors. IMPLICATIONS: This study uncovers the tumor suppressive function of ADAMTS8, one of the ADAMTS family members, and its frequent methylation in certain tumors could be developed as a potential biomarker.


Assuntos
Proteínas ADAM/genética , Proteínas ADAM/metabolismo , Metilação de DNA , Sistema de Sinalização das MAP Quinases/efeitos dos fármacos , Neoplasias/metabolismo , Proteínas ADAMTS , Apoptose , Linhagem Celular Tumoral , Células Cultivadas , Cromossomos Humanos Par 11 , Ilhas de CpG , Epigênese Genética , Regulação Neoplásica da Expressão Gênica , Inativação Gênica , Humanos , Neoplasias/genética
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