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1.
Mol Cell ; 83(23): 4424-4437.e5, 2023 Dec 07.
Artículo en Inglés | MEDLINE | ID: mdl-37944526

RESUMEN

Whether synthetic genomes can power life has attracted broad interest in the synthetic biology field. Here, we report de novo synthesis of the largest eukaryotic chromosome thus far, synIV, a 1,454,621-bp yeast chromosome resulting from extensive genome streamlining and modification. We developed megachunk assembly combined with a hierarchical integration strategy, which significantly increased the accuracy and flexibility of synthetic chromosome construction. Besides the drastic sequence changes, we further manipulated the 3D structure of synIV to explore spatial gene regulation. Surprisingly, we found few gene expression changes, suggesting that positioning inside the yeast nucleoplasm plays a minor role in gene regulation. Lastly, we tethered synIV to the inner nuclear membrane via its hundreds of loxPsym sites and observed transcriptional repression of the entire chromosome, demonstrating chromosome-wide transcription manipulation without changing the DNA sequences. Our manipulation of the spatial structure of synIV sheds light on higher-order architectural design of the synthetic genomes.


Asunto(s)
Núcleo Celular , Saccharomyces cerevisiae , Saccharomyces cerevisiae/genética , Cromosomas/genética , Genoma Fúngico , Biología Sintética/métodos
2.
Cell ; 133(7): 1277-89, 2008 Jun 27.
Artículo en Inglés | MEDLINE | ID: mdl-18585360

RESUMEN

We describe the comprehensive characterization of homeodomain DNA-binding specificities from a metazoan genome. The analysis of all 84 independent homeodomains from D. melanogaster reveals the breadth of DNA sequences that can be specified by this recognition motif. The majority of these factors can be organized into 11 different specificity groups, where the preferred recognition sequence between these groups can differ at up to four of the six core recognition positions. Analysis of the recognition motifs within these groups led to a catalog of common specificity determinants that may cooperate or compete to define the binding site preference. With these recognition principles, a homeodomain can be reengineered to create factors where its specificity is altered at the majority of recognition positions. This resource also allows prediction of homeodomain specificities from other organisms, which is demonstrated by the prediction and analysis of human homeodomain specificities.


Asunto(s)
ADN/metabolismo , Proteínas de Drosophila/química , Drosophila melanogaster/química , Proteínas de Homeodominio/química , Secuencia de Aminoácidos , Animales , Bacterias/química , Bacterias/genética , Secuencia de Bases , ADN/química , Proteínas de Drosophila/genética , Drosophila melanogaster/genética , Genoma de los Insectos , Proteínas de Homeodominio/genética , Humanos , Modelos Moleculares , Filogenia , Ingeniería de Proteínas , Estructura Terciaria de Proteína , Técnicas del Sistema de Dos Híbridos
3.
Development ; 146(8)2019 04 15.
Artículo en Inglés | MEDLINE | ID: mdl-30890567

RESUMEN

The sensory nervous system of C. elegans comprises cells with varied molecular and functional characteristics, and is, therefore, a powerful model for understanding mechanisms that generate neuronal diversity. We report here that VAB-3, a C. elegans homolog of the homeodomain-containing protein Pax6, has opposing functions in regulating expression of a specific chemosensory fate. A homeodomain-only short isoform of VAB-3 is expressed in BAG chemosensory neurons, where it promotes gene expression and cell function. In other cells, a long isoform of VAB-3, comprising a Paired homology domain and a homeodomain, represses expression of ETS-5, a transcription factor required for expression of BAG fate. Repression of ets-5 requires the Eyes Absent homolog EYA-1 and the Six-class homeodomain protein CEH-32. We determined sequences that mediate high-affinity binding of ETS-5, VAB-3 and CEH-32. The ets-5 locus is enriched for ETS-5-binding sites but lacks sequences that bind VAB-3 and CEH-32, suggesting that these factors do not directly repress ets-5 expression. We propose that a promoter-selection system together with lineage-specific expression of accessory factors allows VAB-3/Pax6 to either promote or repress expression of specific cell fates in a context-dependent manner. This article has an associated 'The people behind the papers' interview.


Asunto(s)
Proteínas de Caenorhabditis elegans/metabolismo , Caenorhabditis elegans/metabolismo , Proteínas de Homeodominio/metabolismo , Factores de Transcripción/metabolismo , Animales , Protocolos de Quimioterapia Combinada Antineoplásica/metabolismo , Bleomicina/metabolismo , Caenorhabditis elegans/genética , Proteínas de Caenorhabditis elegans/genética , Clorambucilo/metabolismo , Cisplatino/metabolismo , Ciclofosfamida/metabolismo , Dactinomicina/metabolismo , Regulación del Desarrollo de la Expresión Génica/genética , Proteínas de Homeodominio/genética , Péptidos y Proteínas de Señalización Intracelular/genética , Péptidos y Proteínas de Señalización Intracelular/metabolismo , Neuronas/citología , Neuronas/metabolismo , Proteínas Nucleares/genética , Proteínas Nucleares/metabolismo , Regiones Promotoras Genéticas/genética , Proteínas Tirosina Fosfatasas/genética , Proteínas Tirosina Fosfatasas/metabolismo , Proteínas Proto-Oncogénicas c-ets/genética , Proteínas Proto-Oncogénicas c-ets/metabolismo , Factores de Transcripción/genética , Vinblastina/metabolismo
4.
Nucleic Acids Res ; 48(11): 6382-6402, 2020 06 19.
Artículo en Inglés | MEDLINE | ID: mdl-32383734

RESUMEN

The Cys2His2 zinc finger is the most common DNA-binding domain expanding in metazoans since the fungi human split. A proposed catalyst for this expansion is an arms race to silence transposable elements yet it remains poorly understood how this domain is able to evolve the required specificities. Likewise, models of its DNA binding specificity remain error prone due to a lack of understanding of how adjacent fingers influence each other's binding specificity. Here, we use a synthetic approach to exhaustively investigate binding geometry, one of the dominant influences on adjacent finger function. By screening over 28 billion protein-DNA interactions in various geometric contexts we find the plasticity of the most common natural geometry enables more functional amino acid combinations across all targets. Further, residues that define this geometry are enriched in genomes where zinc fingers are prevalent and specificity transitions would be limited in alternative geometries. Finally, these results demonstrate an exhaustive synthetic screen can produce an accurate model of domain function while providing mechanistic insight that may have assisted in the domains expansion.


Asunto(s)
Modelos Moleculares , Dominios Proteicos/fisiología , Dedos de Zinc/fisiología , Secuencia de Aminoácidos , Animales , Secuencia de Bases , ADN/síntesis química , ADN/genética , ADN/metabolismo , Aprendizaje Profundo , Humanos , Enlace de Hidrógeno , Dominios Proteicos/genética , Reproducibilidad de los Resultados , Especificidad por Sustrato/genética , Factores de Transcripción/química , Factores de Transcripción/genética , Factores de Transcripción/metabolismo , Dedos de Zinc/genética
5.
Development ; 144(16): 2896-2906, 2017 08 15.
Artículo en Inglés | MEDLINE | ID: mdl-28811311

RESUMEN

The developmental accumulation of proliferative germ cells in the C. elegans hermaphrodite is sensitive to the organismal environment. Previously, we found that the TGFß signaling pathway links the environment and proliferative germ cell accumulation. Neuronal DAF-7/TGFß causes a DAF-1/TGFßR signaling cascade in the gonadal distal tip cell (DTC), the germline stem cell niche, where it negatively regulates a DAF-3 SMAD and DAF-5 Sno-Ski. LAG-2, a founding DSL ligand family member, is produced in the DTC and activates the GLP-1/Notch receptor on adjacent germ cells to maintain germline stem cell fate. Here, we show that DAF-7/TGFß signaling promotes expression of lag-2 in the DTC in a daf-3-dependent manner. Using ChIP and one-hybrid assays, we find evidence for direct interaction between DAF-3 and the lag-2 promoter. We further identify a 25 bp DAF-3 binding element required for the DTC lag-2 reporter response to the environment and to DAF-7/TGFß signaling. Our results implicate DAF-3 repressor complex activity as a key molecular mechanism whereby the environment influences DSL ligand expression in the niche to modulate developmental expansion of the germline stem cell pool.


Asunto(s)
Proteínas de Caenorhabditis elegans/metabolismo , Caenorhabditis elegans/metabolismo , Nicho de Células Madre/fisiología , Factor de Crecimiento Transformador beta/metabolismo , Animales , Caenorhabditis elegans/citología , Caenorhabditis elegans/genética , Proteínas de Caenorhabditis elegans/genética , Inmunoprecipitación de Cromatina , Hibridación in Situ , Transducción de Señal/genética , Transducción de Señal/fisiología , Nicho de Células Madre/genética , Factor de Crecimiento Transformador beta/genética
6.
Biotechnol Bioeng ; 117(3): 886-893, 2020 03.
Artículo en Inglés | MEDLINE | ID: mdl-31788779

RESUMEN

Optogenetic tools for controlling gene expression are ideal for tuning synthetic biological networks due to the exquisite spatiotemporal control available with light. Here we develop an optogenetic system for gene expression control integrated with an existing yeast toolkit allowing for rapid, modular assembly of light-controlled circuits in the important chassis organism Saccharomyces cerevisiae. We reconstitute activity of a split synthetic zinc-finger transcription factor (TF) using light-induced dimerization mediated by the proteins CRY2 and CIB1. We optimize function of this split TF and demonstrate the utility of the toolkit workflow by assembling cassettes expressing the TF activation domain and DNA-binding domain at different levels. Utilizing this TF and a synthetic promoter we demonstrate that light intensity and duty cycle can be used to modulate gene expression over the range currently available from natural yeast promoters. This study allows for rapid generation and prototyping of optogenetic circuits to control gene expression in S. cerevisiae.


Asunto(s)
Regulación Fúngica de la Expresión Génica , Optogenética/métodos , Regiones Promotoras Genéticas , Saccharomyces cerevisiae/genética , Proteínas de Arabidopsis/genética , Proteínas de Arabidopsis/metabolismo , Factores de Transcripción con Motivo Hélice-Asa-Hélice Básico/genética , Factores de Transcripción con Motivo Hélice-Asa-Hélice Básico/metabolismo , Clonación Molecular , Criptocromos/genética , Criptocromos/metabolismo , Regulación Fúngica de la Expresión Génica/genética , Regulación Fúngica de la Expresión Génica/efectos de la radiación , Regiones Promotoras Genéticas/genética , Proteínas Recombinantes de Fusión/genética , Proteínas Recombinantes de Fusión/metabolismo , Saccharomyces cerevisiae/metabolismo , Proteínas de Saccharomyces cerevisiae/genética , Proteínas de Saccharomyces cerevisiae/metabolismo , Factores de Transcripción/genética , Factores de Transcripción/metabolismo , Dedos de Zinc/genética
7.
Nucleic Acids Res ; 43(3): 1965-84, 2015 Feb 18.
Artículo en Inglés | MEDLINE | ID: mdl-25593323

RESUMEN

Cys2His2 zinc fingers (C2H2-ZFs) comprise the largest class of metazoan DNA-binding domains. Despite this domain's well-defined DNA-recognition interface, and its successful use in the design of chimeric proteins capable of targeting genomic regions of interest, much remains unknown about its DNA-binding landscape. To help bridge this gap in fundamental knowledge and to provide a resource for design-oriented applications, we screened large synthetic protein libraries to select binding C2H2-ZF domains for each possible three base pair target. The resulting data consist of >160 000 unique domain-DNA interactions and comprise the most comprehensive investigation of C2H2-ZF DNA-binding interactions to date. An integrated analysis of these independent screens yielded DNA-binding profiles for tens of thousands of domains and led to the successful design and prediction of C2H2-ZF DNA-binding specificities. Computational analyses uncovered important aspects of C2H2-ZF domain-DNA interactions, including the roles of within-finger context and domain position on base recognition. We observed the existence of numerous distinct binding strategies for each possible three base pair target and an apparent balance between affinity and specificity of binding. In sum, our comprehensive data help elucidate the complex binding landscape of C2H2-ZF domains and provide a foundation for efforts to determine, predict and engineer their DNA-binding specificities.


Asunto(s)
Cisteína/química , ADN/metabolismo , Histidina/química , Dedos de Zinc , Sitios de Unión , ADN/química , Recolección de Datos
8.
Nucleic Acids Res ; 42(3): 1497-508, 2014 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-24214968

RESUMEN

The Cys2His2 zinc finger (ZF) is the most frequently found sequence-specific DNA-binding domain in eukaryotic proteins. The ZF's modular protein-DNA interface has also served as a platform for genome engineering applications. Despite decades of intense study, a predictive understanding of the DNA-binding specificities of either natural or engineered ZF domains remains elusive. To help fill this gap, we developed an integrated experimental-computational approach to enrich and recover distinct groups of ZFs that bind common targets. To showcase the power of our approach, we built several large ZF libraries and demonstrated their excellent diversity. As proof of principle, we used one of these ZF libraries to select and recover thousands of ZFs that bind several 3-nt targets of interest. We were then able to computationally cluster these recovered ZFs to reveal several distinct classes of proteins, all recovered from a single selection, to bind the same target. Finally, for each target studied, we confirmed that one or more representative ZFs yield the desired specificity. In sum, the described approach enables comprehensive large-scale selection and characterization of ZF specificities and should be a great aid in furthering our understanding of the ZF domain.


Asunto(s)
Proteínas de Unión al ADN/química , Factores de Transcripción/química , Dedos de Zinc , Sitios de Unión , Biología Computacional/métodos , Proteínas de Unión al ADN/genética , Proteínas de Unión al ADN/metabolismo , Biblioteca de Genes , Secuenciación de Nucleótidos de Alto Rendimiento , Mutagénesis , Reacción en Cadena de la Polimerasa , Factores de Transcripción/genética , Factores de Transcripción/metabolismo
9.
Genome Res ; 22(10): 1889-98, 2012 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-22539651

RESUMEN

The recognition potential of most families of DNA-binding domains (DBDs) remains relatively unexplored. Homeodomains (HDs), like many other families of DBDs, display limited diversity in their preferred recognition sequences. To explore the recognition potential of HDs, we utilized a bacterial selection system to isolate HD variants, from a randomized library, that are compatible with each of the 64 possible 3' triplet sites (i.e., TAANNN). The majority of these selections yielded sets of HDs with overrepresented residues at specific recognition positions, implying the selection of specific binders. The DNA-binding specificity of 151 representative HD variants was subsequently characterized, identifying HDs that preferentially recognize 44 of these target sites. Many of these variants contain novel combinations of specificity determinants that are uncommon or absent in extant HDs. These novel determinants, when grafted into different HD backbones, produce a corresponding alteration in specificity. This information was used to create more explicit HD recognition models, which can inform the prediction of transcriptional regulatory networks for extant HDs or the engineering of HDs with novel DNA-recognition potential. The diversity of recovered HD recognition sequences raises important questions about the fitness barrier that restricts the evolution of alternate recognition modalities in natural systems.


Asunto(s)
ADN/química , Proteínas de Homeodominio/química , Animales , Secuencia de Bases , Sitios de Unión , ADN/metabolismo , Proteínas de Homeodominio/genética , Proteínas de Homeodominio/metabolismo , Humanos , Simulación del Acoplamiento Molecular , Unión Proteica
10.
Nucleic Acids Res ; 41(4): e57, 2013 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-23275543

RESUMEN

A general method for the dynamic control of single gene expression in eukaryotes, with no off-target effects, is a long-sought tool for molecular and systems biologists. We engineered two artificial transcription factors (ATFs) that contain Cys(2)His(2) zinc-finger DNA-binding domains of either the mouse transcription factor Zif268 (9 bp of specificity) or a rationally designed array of four zinc fingers (12 bp of specificity). These domains were expressed as fusions to the human estrogen receptor and VP16 activation domain. The ATFs can rapidly induce a single gene driven by a synthetic promoter in response to introduction of an otherwise inert hormone with no detectable off-target effects. In the absence of inducer, the synthetic promoter is inactive and the regulated gene product is not detected. Following addition of inducer, transcripts are induced >50-fold within 15 min. We present a quantitative characterization of these ATFs and provide constructs for making their implementation straightforward. These new tools allow for the elucidation of regulatory network elements dynamically, which we demonstrate with a major metabolic regulator, Gcn4p.


Asunto(s)
Proteína 1 de la Respuesta de Crecimiento Precoz/química , Regulación de la Expresión Génica , Transcripción Genética , Dedos de Zinc , Animales , Factores de Transcripción con Cremalleras de Leucina de Carácter Básico/genética , Sitios de Unión , Proliferación Celular , Proteína 1 de la Respuesta de Crecimiento Precoz/genética , Proteína 1 de la Respuesta de Crecimiento Precoz/metabolismo , Estradiol/farmacología , Redes Reguladoras de Genes , Ingeniería Genética/métodos , Genoma Fúngico , Proteína Vmw65 de Virus del Herpes Simple/genética , Proteína Vmw65 de Virus del Herpes Simple/metabolismo , Humanos , Ratones , Estructura Terciaria de Proteína , Receptores de Estrógenos/genética , Receptores de Estrógenos/metabolismo , Proteínas Recombinantes de Fusión/metabolismo , Saccharomyces cerevisiae/genética , Proteínas de Saccharomyces cerevisiae/genética
11.
bioRxiv ; 2024 Aug 08.
Artículo en Inglés | MEDLINE | ID: mdl-38463976

RESUMEN

PDZ domain mediated interactions with voltage-gated calcium (Ca V ) channel C-termini play important roles in localizing membrane Ca 2+ signaling. The first such interaction was described between the scaffolding protein Mint-1 and Ca V 2.2 in mammals. In this study, we show through various in silico analyses that Mint is an animal-specific gene with a highly divergent N-terminus but a strongly conserved C-terminus comprised of a phosphotyrosine binding domain, two tandem PDZ domains (PDZ-1 and PDZ-2), and a C-terminal auto-inhibitory element that binds and inhibits PDZ-1. In addition to Ca V 2 channels, most genes that interact with Mint are also deeply conserved including amyloid precursor proteins, presenilins, neurexin, and CASK and Veli which form a tripartite complex with Mint in bilaterians. Through yeast and bacterial 2-hybrid experiments, we show that Mint and Ca V 2 channels from cnidarians and placozoans interact in vitro , and in situ hybridization revealed co-expression in dissociated neurons from the cnidarian Nematostella vectensis . Unexpectedly, the Mint orthologue from the ctenophore Hormiphora californiensis strongly binds the divergent C-terminal ligands of cnidarian and placozoan Ca V 2 channels, despite neither the ctenophore Mint, nor the placozoan and cnidarian orthologues, binding the ctenophore Ca V 2 channel C-terminus. Altogether, our analyses suggest that the capacity of Mint to bind CaV2 channels predates pre-bilaterian animals, and that evolutionary changes in Ca V 2 channel C-terminal sequences resulted in altered binding modalities with Mint.

12.
Sci Rep ; 14(1): 21615, 2024 09 16.
Artículo en Inglés | MEDLINE | ID: mdl-39284887

RESUMEN

PDZ domain mediated interactions with voltage-gated calcium (CaV) channel C-termini play important roles in localizing membrane Ca2+ signaling. The first such interaction was described between the scaffolding protein Mint-1 and CaV2.2 in mammals. In this study, we show through various in silico analyses that Mint is an animal-specific gene with a highly divergent N-terminus but a strongly conserved C-terminus comprised of a phosphotyrosine binding domain, two tandem PDZ domains (PDZ-1 and PDZ-2), and a C-terminal auto-inhibitory element that binds and inhibits PDZ-1. In addition to CaV2 chanels, most genes that interact with Mint are also deeply conserved including amyloid precursor proteins, presenilins, neurexin, and CASK and Veli which form a tripartite complex with Mint in bilaterians. Through yeast and bacterial 2-hybrid experiments, we show that Mint and CaV2 channels from cnidarians and placozoans interact in vitro, and in situ hybridization revealed co-expression in dissociated neurons from the cnidarian Nematostella vectensis. Unexpectedly, the Mint orthologue from the ctenophore Hormiphora californiensis strongly bound the divergent C-terminal ligands of cnidarian and placozoan CaV2 channels, despite neither the ctenophore Mint, nor the placozoan and cnidarian orthologues, binding the ctenophore CaV2 channel C-terminus. Altogether, our analyses suggest that the capacity of Mint to bind CaV2 channels predates bilaterian animals, and that evolutionary changes in CaV2 channel C-terminal sequences resulted in altered binding modalities with Mint.


Asunto(s)
Dominios PDZ , Unión Proteica , Animales , Secuencia de Aminoácidos , Placozoa/metabolismo , Placozoa/genética , Canales de Calcio Tipo N/metabolismo , Canales de Calcio Tipo N/genética , Humanos , Canales de Calcio/metabolismo , Canales de Calcio/genética
13.
bioRxiv ; 2024 Sep 25.
Artículo en Inglés | MEDLINE | ID: mdl-38370764

RESUMEN

Here we used a series of CTCF mutations to explore CTCF's relationship with chromatin and its contribution to gene regulation. CTCF's impact depends on the genomic context of bound sites and the unique binding properties of WT and mutant CTCF proteins. Specifically, CTCF's signal strength is linked to changes in accessibility, and the ability to block cohesin is linked to its binding stability. Multivariate modelling reveals that both CTCF and accessibility contribute independently to cohesin binding and insulation, however CTCF signal strength has a stronger effect. CTCF and chromatin have a bidirectional relationship such that at CTCF sites, accessibility is reduced in a cohesin-dependent, mutant specific fashion. In addition, each mutant alters TF binding and accessibility in an indirect manner, changes which impart the most influence on rewiring transcriptional networks and the cell's ability to be reprogrammed. Collectively, the mutant perturbations provide a rich resource for determining CTCF's site-specific effects.

14.
Res Sq ; 2024 Jul 19.
Artículo en Inglés | MEDLINE | ID: mdl-39070636

RESUMEN

Although only a fraction of CTCF motifs are bound in any cell type, and approximately half of the occupied sites overlap cohesin, the mechanisms underlying cell-type specific attachment and ability to function as a chromatin organizer remain unknown. To investigate the relationship between CTCF and chromatin we applied a combination of imaging, structural and molecular approaches, using a series of brain and cancer associated CTCF mutations that act as CTCF perturbations. We demonstrate that binding and the functional impact of WT and mutant CTCF depend not only on the unique properties of each protein, but also on the genomic context of bound sites. Our studies also highlight the reciprocal relationship between CTCF and chromatin, demonstrating that the unique binding properties of WT and mutant proteins have a distinct impact on accessibility, TF binding, cohesin overlap, chromatin interactivity and gene expression programs, providing insight into their cancer and brain related effects.

15.
J Biol Chem ; 287(42): 35351-35359, 2012 Oct 12.
Artículo en Inglés | MEDLINE | ID: mdl-22923612

RESUMEN

The homeobox transcription factor Mohawk (Mkx) is a potent transcriptional repressor expressed in the embryonic precursors of skeletal muscle, cartilage, and bone. MKX has recently been shown to be a critical regulator of musculoskeletal tissue differentiation and gene expression; however, the genetic pathways through which MKX functions and its DNA-binding properties are currently unknown. Using a modified bacterial one-hybrid site selection assay, we determined the core DNA-recognition motif of the mouse monomeric Mkx homeodomain to be A-C-A. Using cell-based assays, we have identified a minimal Mkx-responsive element (MRE) located within the Mkx promoter, which is composed of a highly conserved inverted repeat of the core Mkx recognition motif. Using the minimal MRE sequence, we have further identified conserved MREs within the locus of Sox6, a transcription factor that represses slow fiber gene expression during skeletal muscle differentiation. Real-time PCR and immunostaining of in vitro differentiated muscle satellite cells isolated from Mkx-null mice revealed an increase in the expression of Sox6 and down-regulation of slow fiber structural genes. Together, these data identify the unique DNA-recognition properties of MKX and reveal a novel role for Mkx in promoting slow fiber type specification during skeletal muscle differentiation.


Asunto(s)
ADN/metabolismo , Regulación de la Expresión Génica/fisiología , Proteínas de Homeodominio/metabolismo , Proteínas Musculares/metabolismo , Músculo Esquelético/metabolismo , Proteínas Represoras/metabolismo , Elementos de Respuesta/fisiología , Secuencias de Aminoácidos , Animales , Diferenciación Celular/fisiología , ADN/genética , Proteínas de Homeodominio/genética , Ratones , Ratones Noqueados , Proteínas Musculares/genética , Músculo Esquelético/citología , Células 3T3 NIH , Unión Proteica , Proteínas Represoras/genética , Factores de Transcripción SOXD/biosíntesis , Factores de Transcripción SOXD/genética
16.
Bioinformatics ; 28(12): i84-9, 2012 Jun 15.
Artículo en Inglés | MEDLINE | ID: mdl-22689783

RESUMEN

MOTIVATION: Recognition models for protein-DNA interactions, which allow the prediction of specificity for a DNA-binding domain based only on its sequence or the alteration of specificity through rational design, have long been a goal of computational biology. There has been some progress in constructing useful models, especially for C(2)H(2) zinc finger proteins, but it remains a challenging problem with ample room for improvement. For most families of transcription factors the best available methods utilize k-nearest neighbor (KNN) algorithms to make specificity predictions based on the average of the specificities of the k most similar proteins with defined specificities. Homeodomain (HD) proteins are the second most abundant family of transcription factors, after zinc fingers, in most metazoan genomes, and as a consequence an effective recognition model for this family would facilitate predictive models of many transcriptional regulatory networks within these genomes. RESULTS: Using extensive experimental data, we have tested several machine learning approaches and find that both support vector machines and random forests (RFs) can produce recognition models for HD proteins that are significant improvements over KNN-based methods. Cross-validation analyses show that the resulting models are capable of predicting specificities with high accuracy. We have produced a web-based prediction tool, PreMoTF (Predicted Motifs for Transcription Factors) (http://stormo.wustl.edu/PreMoTF), for predicting position frequency matrices from protein sequence using a RF-based model.


Asunto(s)
Inteligencia Artificial , Biología Computacional/métodos , ADN/química , Proteínas de Homeodominio/química , Algoritmos , Secuencia de Aminoácidos , Animales , Sitios de Unión , Drosophila , Humanos , Ratones , Modelos Estadísticos , Alineación de Secuencia , Máquina de Vectores de Soporte , Factores de Transcripción/química , Dedos de Zinc
17.
bioRxiv ; 2023 Sep 18.
Artículo en Inglés | MEDLINE | ID: mdl-37781609

RESUMEN

DNA targeting Class 2 CRISPR-Cas effector nucleases, including the well-studied Cas9 proteins, evolved protospacer-adjacent motif (PAM) and guide RNA interactions that sequentially license their binding and cleavage activities at protospacer target sites. Both interactions are nucleic acid sequence specific but function constitutively; thus, they provide intrinsic spatial control over DNA targeting activities but naturally lack temporal control. Here we show that engineered Cas9 fusion proteins which bind to nascent RNAs near a protospacer can facilitate spatiotemporal coupling between transcription and DNA targeting at that protospacer: Transcription-associated Cas9 Targeting (TraCT). Engineered TraCT is enabled when suboptimal PAM interactions limit basal activity in vivo and when one or more nascent RNA substrates are still tethered to the actively transcribing target DNA in cis. We further show that this phenomenon can be exploited for selective editing at one of two identical targets in distinct gene loci, or, in diploid allelic loci that are differentially transcribed. Our work demonstrates that temporal control over Cas9's targeting activity at specific DNA sites may be engineered without modifying Cas9's core domains and guide RNA components or their expression levels. More broadly, it establishes RNA binding in cis as a mechanism that can conditionally stimulate CRISPR-Cas DNA targeting in eukaryotes.

18.
Nat Biotechnol ; 41(8): 1117-1129, 2023 08.
Artículo en Inglés | MEDLINE | ID: mdl-36702896

RESUMEN

Cys2His2 zinc finger (ZF) domains engineered to bind specific target sequences in the genome provide an effective strategy for programmable regulation of gene expression, with many potential therapeutic applications. However, the structurally intricate engagement of ZF domains with DNA has made their design challenging. Here we describe the screening of 49 billion protein-DNA interactions and the development of a deep-learning model, ZFDesign, that solves ZF design for any genomic target. ZFDesign is a modern machine learning method that models global and target-specific differences induced by a range of library environments and specifically takes into account compatibility of neighboring fingers using a novel hierarchical transformer architecture. We demonstrate the versatility of designed ZFs as nucleases as well as activators and repressors by seamless reprogramming of human transcription factors. These factors could be used to upregulate an allele of haploinsufficiency, downregulate a gain-of-function mutation or test the consequence of regulation of a single gene as opposed to the many genes that a transcription factor would normally influence.


Asunto(s)
Aprendizaje Profundo , Factores de Transcripción , Humanos , Factores de Transcripción/genética , Factores de Transcripción/metabolismo , Dedos de Zinc/genética , Regulación de la Expresión Génica , ADN/genética
19.
Cell Genom ; 2(4): 100122, 2022 Apr 13.
Artículo en Inglés | MEDLINE | ID: mdl-36776529

RESUMEN

The discovery of regulatory domains has been limited to the investigation of transcription factors and homologous protein sequences. In this issue of Cell Genomics, motivated by an oncogenic protein fusion, Tak et al.1 direct the regulatory potential of a nontraditional effector domain to novel genomic loci with fusions to programmable DNA-binding domains.

20.
Nat Commun ; 12(1): 349, 2021 01 13.
Artículo en Inglés | MEDLINE | ID: mdl-33441553

RESUMEN

The widely used Streptococcus pyogenes Cas9 (SpCas9) nuclease derives its DNA targeting specificity from protein-DNA contacts with protospacer adjacent motif (PAM) sequences, in addition to base-pairing interactions between its guide RNA and target DNA. Previous reports have established that the PAM specificity of SpCas9 can be altered via positive selection procedures for directed evolution or other protein engineering strategies. Here we exploit in vivo directed evolution systems that incorporate simultaneous positive and negative selection to evolve SpCas9 variants with commensurate or improved activity on NAG PAMs relative to wild type and reduced activity on NGG PAMs, particularly YGG PAMs. We also show that the PAM preferences of available evolutionary intermediates effectively determine whether similar counterselection PAMs elicit different selection stringencies, and demonstrate that negative selection can be specifically increased in a yeast selection system through the fusion of compensatory zinc fingers to SpCas9.


Asunto(s)
Proteína 9 Asociada a CRISPR/metabolismo , Sistemas CRISPR-Cas , ADN/metabolismo , Edición Génica/métodos , ARN Guía de Kinetoplastida/metabolismo , Streptococcus pyogenes/metabolismo , Secuencia de Aminoácidos , Proteína 9 Asociada a CRISPR/genética , Línea Celular Tumoral , ADN/química , ADN/genética , Evolución Molecular Dirigida/métodos , Humanos , Mutación , Conformación de Ácido Nucleico , Motivos de Nucleótidos/genética , Ingeniería de Proteínas/métodos , ARN Guía de Kinetoplastida/genética , Streptococcus pyogenes/genética , Especificidad por Sustrato
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