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1.
Mol Syst Biol ; 11(5): 806, 2015 May 05.
Article in English | MEDLINE | ID: mdl-25943345

ABSTRACT

While gene expression noise has been shown to drive dramatic phenotypic variations, the molecular basis for this variability in mammalian systems is not well understood. Gene expression has been shown to be regulated by promoter architecture and the associated chromatin environment. However, the exact contribution of these two factors in regulating expression noise has not been explored. Using a dual-reporter lentiviral model system, we deconvolved the influence of the promoter sequence to systematically study the contribution of the chromatin environment at different genomic locations in regulating expression noise. By integrating a large-scale analysis to quantify mRNA levels by smFISH and protein levels by flow cytometry in single cells, we found that mean expression and noise are uncorrelated across genomic locations. Furthermore, we showed that this independence could be explained by the orthogonal control of mean expression by the transcript burst size and noise by the burst frequency. Finally, we showed that genomic locations displaying higher expression noise are associated with more repressed chromatin, thereby indicating the contribution of the chromatin environment in regulating expression noise.


Subject(s)
Epigenesis, Genetic , Proteins/analysis , RNA, Messenger/analysis , Chromatin/metabolism , Genomics , HEK293 Cells , Half-Life , Humans , Jurkat Cells , Models, Genetic , Promoter Regions, Genetic
2.
Curr Protoc Mol Biol ; Chapter 12: Unit 12.16, 2013 Jul.
Article in English | MEDLINE | ID: mdl-23821439

ABSTRACT

Customized DNA-binding domains made using transcription activator-like effector (TALE) repeats are rapidly growing in importance as widely applicable research tools. TALE nucleases (TALENs), composed of an engineered array of TALE repeats fused to the FokI nuclease domain, have been used successfully for directed genome editing in various organisms and cell types. TALE transcription factors (TALE-TFs), consisting of engineered TALE repeat arrays linked to a transcriptional regulatory domain, have been used to up- or downregulate expression of endogenous genes in human cells and plants. This unit describes a detailed protocol for the recently described fast ligation-based automatable solid-phase high-throughput (FLASH) assembly method. FLASH enables automated high-throughput construction of engineered TALE repeats using an automated liquid handling robot or manually using a multichannel pipet. Using the automated approach, a single researcher can construct up to 96 DNA fragments encoding TALE repeat arrays of various lengths in a single day, and then clone these to construct sequence-verified TALEN or TALE-TF expression plasmids in a week or less. Plasmids required for FLASH are available by request from the Joung lab (http://eGenome.org). This unit also describes improvements to the Zinc Finger and TALE Targeter (ZiFiT Targeter) web server (http://ZiFiT.partners.org) that facilitate the design and construction of FLASH TALE repeat arrays in high throughput.


Subject(s)
Deoxyribonucleases/genetics , Gene Targeting/methods , Genetic Engineering/methods , Genomics/methods , Transcription Factors/genetics , Automation , Cloning, Molecular , DNA Ligases , DNA Primers/genetics , Deoxyribonucleases/metabolism , Genetic Vectors , Internet , Plasmids/genetics , Recombinant Fusion Proteins , Sequence Analysis, DNA , Software , Solid-Phase Synthesis Techniques , Time Factors , Transcription Factors/metabolism
3.
Integr Biol (Camb) ; 4(6): 661-71, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22555315

ABSTRACT

Higher order chromatin structure in eukaryotes can lead to differential gene expression in response to the same transcription factor; however, how transcription factor inputs integrate with quantitative features of the chromatin environment to regulate gene expression is not clear. In vitro models of HIV gene regulation, in which repressive mechanisms acting locally at an integration site keep proviruses transcriptionally silent until appropriately stimulated, provide a powerful system to study gene expression regulation in different chromatin environments. Here we quantified HIV expression as a function of activating transcription factor nuclear factor-κB RelA/p65 (RelA) levels and chromatin features at a panel of viral integration sites. Variable RelA overexpression demonstrated that the viral genomic location sets a threshold RelA level necessary to induce gene expression. However, once the induction threshold is reached, gene expression increases similarly for all integration sites. Furthermore, we found that higher induction thresholds are associated with repressive histone marks and a decreased sensitivity to nuclease digestion at the LTR promoter. Increasing chromatin accessibility via inhibition of histone deacetylation or DNA methylation lowered the induction threshold, demonstrating that chromatin accessibility sets the level of RelA required to activate gene expression. Finally, a functional relationship between gene expression, RelA level, and chromatin accessibility accurately predicted synergistic HIV activation in response to combinatorial pharmacological perturbations. Different genomic environments thus set a threshold for transcription factor activation of a key viral promoter, which may point toward biological principles that underlie selective gene expression and inform strategies for combinatorial therapies to combat latent HIV.


Subject(s)
Chromatin/genetics , Gene Expression Regulation, Viral , HIV Long Terminal Repeat , HIV/genetics , NF-kappa B/biosynthesis , Flow Cytometry , Histone Deacetylase Inhibitors/pharmacology , Humans , Jurkat Cells , Least-Squares Analysis , NF-kappa B/genetics , Promoter Regions, Genetic , Transcription Factor RelA/genetics , Transcription Factor RelA/physiology , Tumor Necrosis Factor-alpha/pharmacology , Virus Latency/physiology
4.
BMC Bioinformatics ; 11: 543, 2010 Nov 02.
Article in English | MEDLINE | ID: mdl-21044337

ABSTRACT

BACKGROUND: Precise and efficient methods for gene targeting are critical for detailed functional analysis of genomes and regulatory networks and for potentially improving the efficacy and safety of gene therapies. Oligomerized Pool ENgineering (OPEN) is a recently developed method for engineering C2H2 zinc finger proteins (ZFPs) designed to bind specific DNA sequences with high affinity and specificity in vivo. Because generation of ZFPs using OPEN requires considerable effort, a computational method for identifying the sites in any given gene that are most likely to be successfully targeted by this method is desirable. RESULTS: Analysis of the base composition of experimentally validated ZFP target sites identified important constraints on the DNA sequence space that can be effectively targeted using OPEN. Using alternate encodings to represent ZFP target sites, we implemented Naïve Bayes and Support Vector Machine classifiers capable of distinguishing "active" targets, i.e., ZFP binding sites that can be targeted with a high rate of success, from those that are "inactive" or poor targets for ZFPs generated using current OPEN technologies. When evaluated using leave-one-out cross-validation on a dataset of 135 experimentally validated ZFP target sites, the best Naïve Bayes classifier, designated ZiFOpT, achieved overall accuracy of 87% and specificity+ of 90%, with an ROC AUC of 0.89. When challenged with a completely independent test set of 140 newly validated ZFP target sites, ZiFOpT performance was comparable in terms of overall accuracy (88%) and specificity+ (92%), but with reduced ROC AUC (0.77). Users can rank potentially active ZFP target sites using a confidence score derived from the posterior probability returned by ZiFOpT. CONCLUSION: ZiFOpT, a machine learning classifier trained to identify DNA sequences amenable for targeting by OPEN-generated zinc finger arrays, can guide users to target sites that are most likely to function successfully in vivo, substantially reducing the experimental effort required. ZiFOpT is freely available and incorporated in the Zinc Finger Targeter web server (http://bindr.gdcb.iastate.edu/ZiFiT).


Subject(s)
DNA-Binding Proteins/chemistry , Protein Engineering/methods , Zinc Fingers , Artificial Intelligence , Base Sequence , Binding Sites , DNA-Binding Proteins/genetics , Gene Targeting , Sequence Analysis, DNA/methods
5.
PLoS Comput Biol ; 6(9)2010 Sep 30.
Article in English | MEDLINE | ID: mdl-20941390

ABSTRACT

Mammalian gene expression patterns, and their variability across populations of cells, are regulated by factors specific to each gene in concert with its surrounding cellular and genomic environment. Lentiviruses such as HIV integrate their genomes into semi-random genomic locations in the cells they infect, and the resulting viral gene expression provides a natural system to dissect the contributions of genomic environment to transcriptional regulation. Previously, we showed that expression heterogeneity and its modulation by specific host factors at HIV integration sites are key determinants of infected-cell fate and a possible source of latent infections. Here, we assess the integration context dependence of expression heterogeneity from diverse single integrations of a HIV-promoter/GFP-reporter cassette in Jurkat T-cells. Systematically fitting a stochastic model of gene expression to our data reveals an underlying transcriptional dynamic, by which multiple transcripts are produced during short, infrequent bursts, that quantitatively accounts for the wide, highly skewed protein expression distributions observed in each of our clonal cell populations. Interestingly, we find that the size of transcriptional bursts is the primary systematic covariate over integration sites, varying from a few to tens of transcripts across integration sites, and correlating well with mean expression. In contrast, burst frequencies are scattered about a typical value of several per cell-division time and demonstrate little correlation with the clonal means. This pattern of modulation generates consistently noisy distributions over the sampled integration positions, with large expression variability relative to the mean maintained even for the most productive integrations, and could contribute to specifying heterogeneous, integration-site-dependent viral production patterns in HIV-infected cells. Genomic environment thus emerges as a significant control parameter for gene expression variation that may contribute to structuring mammalian genomes, as well as be exploited for survival by integrating viruses.


Subject(s)
HIV Long Terminal Repeat/genetics , HIV/genetics , Models, Genetic , Transcription, Genetic/genetics , HEK293 Cells , Host-Pathogen Interactions/genetics , Humans , Jurkat Cells , Markov Chains , Particle Size , Promoter Regions, Genetic , Stochastic Processes , Virus Integration/genetics , Virus Integration/physiology
6.
Nat Protoc ; 4(12): 1855-67, 2009.
Article in English | MEDLINE | ID: mdl-20010934

ABSTRACT

Zebrafish mutants have traditionally been obtained by using random mutagenesis or retroviral insertions, methods that cannot be targeted to a specific gene and require laborious gene mapping and sequencing. Recently, we and others have shown that customized zinc-finger nucleases (ZFNs) can introduce targeted frame-shift mutations with high efficiency, thereby enabling directed creation of zebrafish gene mutations. Here we describe a detailed protocol for constructing ZFN expression vectors, for generating and introducing ZFN-encoding RNAs into zebrafish embryos and for identifying ZFN-generated mutations in targeted genomic sites. All of our vectors and methods are compatible with previously described Zinc-Finger Consortium reagents for constructing engineered zinc-finger arrays. Using these methods, zebrafish founders carrying targeted mutations can be identified within 4 months.


Subject(s)
Deoxyribonucleases/metabolism , Frameshift Mutation , Mutagenesis, Site-Directed/methods , Zebrafish/genetics , Zinc Fingers , Animals , Deoxyribonucleases/chemistry , Embryo, Nonmammalian , Genetic Vectors , Polymerase Chain Reaction , Protein Engineering , Restriction Mapping , Zebrafish/embryology
7.
PLoS One ; 4(2): e4348, 2009.
Article in English | MEDLINE | ID: mdl-19198653

ABSTRACT

BACKGROUND: Customized zinc finger nucleases (ZFNs) form the basis of a broadly applicable tool for highly efficient genome modification. ZFNs are artificial restriction endonucleases consisting of a non-specific nuclease domain fused to a zinc finger array which can be engineered to recognize specific DNA sequences of interest. Recent proof-of-principle experiments have shown that targeted knockout mutations can be efficiently generated in endogenous zebrafish genes via non-homologous end-joining-mediated repair of ZFN-induced DNA double-stranded breaks. The Zinc Finger Consortium, a group of academic laboratories committed to the development of engineered zinc finger technology, recently described the first rapid, highly effective, and publicly available method for engineering zinc finger arrays. The Consortium has previously used this new method (known as OPEN for Oligomerized Pool ENgineering) to generate high quality ZFN pairs that function in human and plant cells. METHODOLOGY/PRINCIPAL FINDINGS: Here we show that OPEN can also be used to generate ZFNs that function efficiently in zebrafish. Using OPEN, we successfully engineered ZFN pairs for five endogenous zebrafish genes: tfr2, dopamine transporter, telomerase, hif1aa, and gridlock. Each of these ZFN pairs induces targeted insertions and deletions with high efficiency at its endogenous gene target in somatic zebrafish cells. In addition, these mutations are transmitted through the germline with sufficiently high frequency such that only a small number of fish need to be screened to identify founders. Finally, in silico analysis demonstrates that one or more potential OPEN ZFN sites can be found within the first three coding exons of more than 25,000 different endogenous zebrafish gene transcripts. CONCLUSIONS AND SIGNIFICANCE: In summary, our study nearly triples the total number of endogenous zebrafish genes successfully modified using ZFNs (from three to eight) and suggests that OPEN provides a reliable method for introducing targeted mutations in nearly any zebrafish gene of interest.


Subject(s)
Endonucleases/genetics , Genetic Engineering/methods , Mutation , Zebrafish Proteins/genetics , Zebrafish/genetics , Zinc Fingers/genetics , Animals , Base Sequence , Endonucleases/metabolism , Models, Biological , Molecular Sequence Data , Mutagenesis, Site-Directed , Zebrafish/metabolism , Zebrafish Proteins/metabolism
8.
J Virol ; 83(2): 1161-6, 2009 Jan.
Article in English | MEDLINE | ID: mdl-19004957

ABSTRACT

Dengue virus (DENV) is an approximately 10.7-kb positive-sense RNA virus that circularizes via RNA-RNA interactions between sequences in the 5' and 3' terminal regions. Complementarity between the cyclization sequence (CS) and the upstream AUG region (UAR) has been shown to be necessary for viral replication. Here, we present the solution structure of the 5' end of DENV type 2 in the presence and absence of the 3' end. We demonstrate that hybridization between the 5' and 3' CSs is independent of the UAR while the 5' UAR-3' UAR hybridization is dependent upon the 5' CS-3' CS interaction.


Subject(s)
3' Untranslated Regions , 5' Untranslated Regions , Dengue Virus/genetics , Nucleic Acid Conformation , RNA, Viral/genetics , Base Sequence , Molecular Sequence Data , Sequence Alignment
9.
Mol Cell ; 31(2): 294-301, 2008 Jul 25.
Article in English | MEDLINE | ID: mdl-18657511

ABSTRACT

Custom-made zinc-finger nucleases (ZFNs) can induce targeted genome modifications with high efficiency in cell types including Drosophila, C. elegans, plants, and humans. A bottleneck in the application of ZFN technology has been the generation of highly specific engineered zinc-finger arrays. Here we describe OPEN (Oligomerized Pool ENgineering), a rapid, publicly available strategy for constructing multifinger arrays, which we show is more effective than the previously published modular assembly method. We used OPEN to construct 37 highly active ZFN pairs which induced targeted alterations with high efficiencies (1%-50%) at 11 different target sites located within three endogenous human genes (VEGF-A, HoxB13, and CFTR), an endogenous plant gene (tobacco SuRA), and a chromosomally integrated EGFP reporter gene. In summary, OPEN provides an "open-source" method for rapidly engineering highly active zinc-finger arrays, thereby enabling broader practice, development, and application of ZFN technology for biological research and gene therapy.


Subject(s)
Endonucleases/metabolism , Genetic Engineering/methods , Zinc Fingers , Base Sequence , Endonucleases/toxicity , Gene Targeting , Green Fluorescent Proteins/genetics , Humans , K562 Cells , Molecular Sequence Data , Mutagenesis , Mutation/genetics , Protein Conformation
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