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1.
Genes Dev ; 36(11-12): 699-717, 2022 06 01.
Artigo em Inglês | MEDLINE | ID: mdl-35710138

RESUMO

How distal regulatory elements control gene transcription and chromatin topology is not clearly defined, yet these processes are closely linked in lineage specification during development. Through allele-specific genome editing and chromatin interaction analyses of the Sox2 locus in mouse embryonic stem cells, we found a striking disconnection between transcriptional control and chromatin architecture. We traced nearly all Sox2 transcriptional activation to a small number of key transcription factor binding sites, whose deletions have no effect on promoter-enhancer interaction frequencies or topological domain organization. Local chromatin architecture maintenance, including at the topologically associating domain (TAD) boundary downstream from the Sox2 enhancer, is widely distributed over multiple transcription factor-bound regions and maintained in a CTCF-independent manner. Furthermore, partial disruption of promoter-enhancer interactions by ectopic chromatin loop formation has no effect on Sox2 transcription. These findings indicate that many transcription factors are involved in modulating chromatin architecture independently of CTCF.


Assuntos
Elementos Facilitadores Genéticos , Regiões Promotoras Genéticas , Fatores de Transcrição SOXB1/genética , Animais , Cromatina , Regulação da Expressão Gênica no Desenvolvimento , Camundongos , Fatores de Transcrição/metabolismo
2.
Genes Dev ; 33(15-16): 1069-1082, 2019 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-31221664

RESUMO

Embryonic stem (ES) cells are regulated by a network of transcription factors that maintain the pluripotent state. Differentiation relies on down-regulation of pluripotency transcription factors disrupting this network. While investigating transcriptional regulation of the pluripotency transcription factor Kruppel-like factor 4 (Klf4), we observed that homozygous deletion of distal enhancers caused a 17-fold decrease in Klf4 transcript but surprisingly decreased protein levels by less than twofold, indicating that posttranscriptional control of KLF4 protein overrides transcriptional control. The lack of sensitivity of KLF4 to transcription is due to high protein stability (half-life >24 h). This stability is context-dependent and is disrupted during differentiation, as evidenced by a shift to a half-life of <2 h. KLF4 protein stability is maintained through interaction with other pluripotency transcription factors (NANOG, SOX2, and STAT3) that together facilitate association of KLF4 with RNA polymerase II. In addition, the KLF4 DNA-binding and transactivation domains are required for optimal KLF4 protein stability. Posttranslational modification of KLF4 destabilizes the protein as cells exit the pluripotent state, and mutations that prevent this destabilization also prevent differentiation. These data indicate that the core pluripotency transcription factors are integrated by posttranslational mechanisms to maintain the pluripotent state and identify mutations that increase KLF4 protein stability while maintaining transcription factor function.


Assuntos
Diferenciação Celular/genética , Regulação da Expressão Gênica no Desenvolvimento/genética , Fatores de Transcrição Kruppel-Like/metabolismo , Fatores de Transcrição/metabolismo , Transporte Ativo do Núcleo Celular , Animais , Linhagem Celular , Células-Tronco Embrionárias , Células HEK293 , Humanos , Fator 4 Semelhante a Kruppel , Camundongos , Mutação/genética , Domínios Proteicos , Estabilidade Proteica , Proteólise , RNA Polimerase II/metabolismo , Transdução de Sinais , Ubiquitinação
3.
J Biol Chem ; 300(3): 105727, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38325739

RESUMO

Hypoxia is a significant source of metabolic stress that activates many cellular pathways involved in cellular differentiation, proliferation, and cell death. Hypoxia is also a major component in many human diseases and a known driver of many cancers. Despite the challenges posed by hypoxia, there are animals that display impressive capacity to withstand lethal levels of hypoxia for prolonged periods of time and thus offer a gateway to a more comprehensive understanding of the hypoxic response in vertebrates. The weakly electric fish genus Brachyhypopomus inhabits some of the most challenging aquatic ecosystems in the world, with some species experiencing seasonal anoxia, thus providing a unique system to study the cellular and molecular mechanisms of hypoxia tolerance. In this study, we use closely related species of Brachyhypopomus that display a range of hypoxia tolerances to probe for the underlying molecular mechanisms via hypoxia inducible factors (HIFs)-transcription factors known to coordinate the cellular response to hypoxia in vertebrates. We find that HIF1⍺ from hypoxia tolerant Brachyhypopomus species displays higher transactivation in response to hypoxia than that of intolerant species, when overexpressed in live cells. Moreover, we identified two SUMO-interacting motifs near the oxygen-dependent degradation and transactivation domains of the HIF1⍺ protein that appear to boost transactivation of HIF1, regardless of the genetic background. Together with computational analyses of selection, this shows that evolution of HIF1⍺ are likely to underlie adaptations to hypoxia tolerance in Brachyhypopomus electric fishes, with changes in two SUMO-interacting motifs facilitating the mechanism of this tolerance.


Assuntos
Peixe Elétrico , Subunidade alfa do Fator 1 Induzível por Hipóxia , Oxigênio , Animais , Ecossistema , Peixe Elétrico/genética , Peixe Elétrico/metabolismo , Subunidade alfa do Fator 1 Induzível por Hipóxia/genética , Subunidade alfa do Fator 1 Induzível por Hipóxia/metabolismo , Anaerobiose , Oxigênio/metabolismo
4.
Bioinformatics ; 40(4)2024 Mar 29.
Artigo em Inglês | MEDLINE | ID: mdl-38588559

RESUMO

MOTIVATION: Supervised deep learning is used to model the complex relationship between genomic sequence and regulatory function. Understanding how these models make predictions can provide biological insight into regulatory functions. Given the complexity of the sequence to regulatory function mapping (the cis-regulatory code), it has been suggested that the genome contains insufficient sequence variation to train models with suitable complexity. Data augmentation is a widely used approach to increase the data variation available for model training, however current data augmentation methods for genomic sequence data are limited. RESULTS: Inspired by the success of comparative genomics, we show that augmenting genomic sequences with evolutionarily related sequences from other species, which we term phylogenetic augmentation, improves the performance of deep learning models trained on regulatory genomic sequences to predict high-throughput functional assay measurements. Additionally, we show that phylogenetic augmentation can rescue model performance when the training set is down-sampled and permits deep learning on a real-world small dataset, demonstrating that this approach improves data efficiency. Overall, this data augmentation method represents a solution for improving model performance that is applicable to many supervised deep-learning problems in genomics. AVAILABILITY AND IMPLEMENTATION: The open-source GitHub repository agduncan94/phylogenetic_augmentation_paper includes the code for rerunning the analyses here and recreating the figures.


Assuntos
Aprendizado Profundo , Genômica , Filogenia , Genômica/métodos , Aprendizado de Máquina Supervisionado , Humanos
5.
Nucleic Acids Res ; 51(19): 10109-10131, 2023 10 27.
Artigo em Inglês | MEDLINE | ID: mdl-37738673

RESUMO

Enhancer reprogramming has been proposed as a key source of transcriptional dysregulation during tumorigenesis, but the molecular mechanisms underlying this process remain unclear. Here, we identify an enhancer cluster required for normal development that is aberrantly activated in breast and lung adenocarcinoma. Deletion of the SRR124-134 cluster disrupts expression of the SOX2 oncogene, dysregulates genome-wide transcription and chromatin accessibility and reduces the ability of cancer cells to form colonies in vitro. Analysis of primary tumors reveals a correlation between chromatin accessibility at this cluster and SOX2 overexpression in breast and lung cancer patients. We demonstrate that FOXA1 is an activator and NFIB is a repressor of SRR124-134 activity and SOX2 transcription in cancer cells, revealing a co-opting of the regulatory mechanisms involved in early development. Notably, we show that the conserved SRR124 and SRR134 regions are essential during mouse development, where homozygous deletion results in the lethal failure of esophageal-tracheal separation. These findings provide insights into how developmental enhancers can be reprogrammed during tumorigenesis and underscore the importance of understanding enhancer dynamics during development and disease.


The manuscript by Abatti et al. shows that epigenetic reactivation of a pair of distal enhancers that drive Sox2 expression during development (to permit separation of the esophagus and trachea) is responsible for the tumor-promoting re-expression of SOX2 in breast and lung tumors. Intriguingly, the same transcription factors that act on the enhancers during development to either activate or repress them (i.e. FOXA1 and NFIB, respectively) are also required for altering chromatin accessibility of the enhancers and SOX2 transcription in breast and lung cancer cells. With their work, the authors unravel the exact mechanism of how developmentally active enhancers become repurposed in a tumor context and show the relevance of this repurposing event for cancer.


Assuntos
Adenocarcinoma de Pulmão , Neoplasias Pulmonares , Fatores de Transcrição SOXB1 , Animais , Humanos , Camundongos , Adenocarcinoma de Pulmão/genética , Carcinogênese/genética , Cromatina/genética , Elementos Facilitadores Genéticos , Epigênese Genética , Homozigoto , Neoplasias Pulmonares/genética , Deleção de Sequência , Fatores de Transcrição SOXB1/genética , Fatores de Transcrição SOXB1/metabolismo
6.
Genome Res ; 31(4): 564-575, 2021 04.
Artigo em Inglês | MEDLINE | ID: mdl-33712417

RESUMO

Transcriptional enhancers are critical for development and phenotype evolution and are often mutated in disease contexts; however, even in well-studied cell types, the sequence code conferring enhancer activity remains unknown. To examine the enhancer regulatory code for pluripotent stem cells, we identified genomic regions with conserved binding of multiple transcription factors in mouse and human embryonic stem cells (ESCs). Examination of these regions revealed that they contain on average 12.6 conserved transcription factor binding site (TFBS) sequences. Enriched TFBSs are a diverse repertoire of 70 different sequences representing the binding sequences of both known and novel ESC regulators. Using a diverse set of TFBSs from this repertoire was sufficient to construct short synthetic enhancers with activity comparable to native enhancers. Site-directed mutagenesis of conserved TFBSs in endogenous enhancers or TFBS deletion from synthetic sequences revealed a requirement for 10 or more different TFBSs. Furthermore, specific TFBSs, including the POU5F1:SOX2 comotif, are dispensable, despite cobinding the POU5F1 (also known as OCT4), SOX2, and NANOG master regulators of pluripotency. These findings reveal that a TFBS sequence diversity threshold overrides the need for optimized regulatory grammar and individual TFBSs that recruit specific master regulators.


Assuntos
Células-Tronco Embrionárias/metabolismo , Elementos Facilitadores Genéticos , Fatores de Transcrição/metabolismo , Animais , Sítios de Ligação , Humanos , Camundongos , Células-Tronco Pluripotentes/metabolismo
7.
J Virol ; 96(17): e0102822, 2022 09 14.
Artigo em Inglês | MEDLINE | ID: mdl-35969079

RESUMO

Herpesviruses establish latency to ensure permanent residence in their hosts. Upon entry into a cell, these viruses are rapidly silenced by the host, thereby limiting the destructive viral lytic phase while allowing the virus to hide from the immune system. Notably, although the establishment of latency by the oncogenic herpesvirus Epstein-Barr virus (EBV) requires the expression of viral latency genes, latency can be maintained with a negligible expression of viral genes. Indeed, in several herpesviruses, the host DNA sensor IFI16 facilitated latency via H3K9me3 heterochromatinization. This silencing mark is typically imposed by the constitutive heterochromatin machinery (HCM). The HCM, in an antiviral role, also silences the lytic phase of EBV and other herpes viruses. We investigated if IFI16 restricted EBV lytic activation by partnering with the HCM and found that IFI16 interacted with core components of the HCM, including the KRAB-associated protein 1 (KAP1) and the site-specific DNA binding KRAB-ZFP SZF1. This partnership silenced the EBV lytic switch protein ZEBRA, encoded by the BZLF1 gene, thereby favoring viral latency. Indeed, IFI16 contributed to H3K9 trimethylation at lytic genes of all kinetic classes. In defining topology, we found that IFI16 coenriched with KAP1 at the BZLF1 promoter, and while IFI16 and SZF1 were each adjacent to KAP1 in latent cells, IFI16 and SZF1 were not. Importantly, we also found that disruption of latency involved rapid downregulation of IFI16 transcription. These findings revealed a previously unknown partnership between IFI16 and the core HCM that supports EBV latency via antiviral heterochromatic silencing. IMPORTANCE The interferon-gamma inducible protein 16 (IFI16) is a nuclear DNA sensor that mediates antiviral responses by activating the inflammasome, triggering an interferon response, and silencing lytic genes of herpesviruses. The last, which helps maintain latency of the oncoherpesvirus Epstein-Barr virus (EBV), is accomplished via H3K9me3 heterochromatinization through unknown mechanisms. Here, we report that IFI16 physically partners with the core constitutive heterochromatin machinery to silence the key EBV lytic switch protein, thereby ensuring continued viral latency in B lymphocytes. We also find that disruption of latency involves rapid transcriptional downregulation of IFI16. These findings point to hitherto unknown physical and functional partnerships between a well-known antiviral mechanism and the core components of the constitutive heterochromatin machinery.


Assuntos
Infecções por Vírus Epstein-Barr , Herpesvirus Humano 4 , Proteínas Nucleares , Fosfoproteínas , Proteína 28 com Motivo Tripartido , Latência Viral , Linhagem Celular Tumoral , Infecções por Vírus Epstein-Barr/genética , Regulação Viral da Expressão Gênica , Herpesvirus Humano 4/fisiologia , Heterocromatina/genética , Heterocromatina/metabolismo , Humanos , Proteínas Nucleares/genética , Proteínas Nucleares/metabolismo , Fosfoproteínas/genética , Fosfoproteínas/metabolismo , Fatores de Transcrição/metabolismo , Proteína 28 com Motivo Tripartido/genética , Proteína 28 com Motivo Tripartido/metabolismo , Ativação Viral
8.
PLoS Biol ; 18(7): e3000710, 2020 07.
Artigo em Inglês | MEDLINE | ID: mdl-32667910

RESUMO

During gestation, uterine smooth muscle cells transition from a state of quiescence to one of contractility, but the molecular mechanisms underlying this transition at a genomic level are not well-known. To better understand these events, we evaluated the epigenetic landscape of the mouse myometrium during the pregnant, laboring, and postpartum stages. We generated gestational time point-specific enrichment profiles for histone H3 acetylation on lysine residue 27 (H3K27ac), histone H3 trimethylation of lysine residue 4 (H3K4me3), and RNA polymerase II (RNAPII) occupancy by chromatin immunoprecipitation with massively parallel sequencing (ChIP-seq), as well as gene expression profiles by total RNA-sequencing (RNA-seq). Our findings reveal that 533 genes, including known contractility-driving genes (Gap junction alpha 1 [Gja1], FBJ osteosarcoma oncogene [Fos], Fos-like antigen 2 [Fosl2], Oxytocin receptor [Oxtr], and Prostaglandin G/H synthase 2 (Ptgs2), for example), are up-regulated at day 19 during active labor because of an increase in transcription at gene bodies. Labor-associated promoters and putative intergenic enhancers, however, are epigenetically activated as early as day 15, by which point the majority of genome-wide H3K27ac or H3K4me3 peaks present in term laboring tissue is already established. Despite this early exhibited histone signature, increased noncoding enhancer RNA (eRNA) production at putative intergenic enhancers and recruitment of RNAPII to the gene bodies of labor-associated loci were detected only during labor. Our findings indicate that epigenetic activation of the myometrial genome precedes active labor by at least 4 days in the mouse model, suggesting that the myometrium is poised for rapid activation of contraction-associated genes in order to exit the state of quiescence.


Assuntos
Epigênese Genética , Loci Gênicos , Trabalho de Parto/genética , Miométrio/fisiologia , Contração Uterina/genética , Animais , Sequência de Bases , Feminino , Código das Histonas/genética , Camundongos Endogâmicos C57BL , Modelos Genéticos , Gravidez , Regiões Promotoras Genéticas , RNA/metabolismo , RNA Polimerase II/genética , RNA Mensageiro/genética , RNA Mensageiro/metabolismo , Transcrição Gênica , Transcriptoma/genética , Regulação para Cima/genética
9.
Blood ; 136(23): 2679-2690, 2020 12 03.
Artigo em Inglês | MEDLINE | ID: mdl-32663239

RESUMO

Quebec platelet disorder (QPD) is an autosomal dominant bleeding disorder with a unique, platelet-dependent, gain-of-function defect in fibrinolysis, without systemic fibrinolysis. The hallmark feature of QPD is a >100-fold overexpression of PLAU, specifically in megakaryocytes. This overexpression leads to a >100-fold increase in platelet stores of urokinase plasminogen activator (PLAU/uPA); subsequent plasmin-mediated degradation of diverse α-granule proteins; and platelet-dependent, accelerated fibrinolysis. The causative mutation is a 78-kb tandem duplication of PLAU. How this duplication causes megakaryocyte-specific PLAU overexpression is unknown. To investigate the mechanism that causes QPD, we used epigenomic profiling, comparative genomics, and chromatin conformation capture approaches to study PLAU regulation in cultured megakaryocytes from participants with QPD and unaffected controls. QPD duplication led to ectopic interactions between PLAU and a conserved megakaryocyte enhancer found within the same topologically associating domain (TAD). Our results support a unique disease mechanism whereby the reorganization of sub-TAD genome architecture results in a dramatic, cell-type-specific blood disorder phenotype.


Assuntos
Elementos Facilitadores Genéticos , Deficiência do Fator V , Duplicação Gênica , Regulação da Expressão Gênica , Megacariócitos/metabolismo , Proteínas de Membrana , Animais , Deficiência do Fator V/genética , Deficiência do Fator V/metabolismo , Deficiência do Fator V/patologia , Feminino , Humanos , Megacariócitos/patologia , Proteínas de Membrana/biossíntese , Proteínas de Membrana/genética , Peixe-Zebra
11.
Genes Dev ; 28(24): 2699-711, 2014 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-25512558

RESUMO

The Sox2 transcription factor must be robustly transcribed in embryonic stem (ES) cells to maintain pluripotency. Two gene-proximal enhancers, Sox2 regulatory region 1 (SRR1) and SRR2, display activity in reporter assays, but deleting SRR1 has no effect on pluripotency. We identified and functionally validated the sequences required for Sox2 transcription based on a computational model that predicted transcriptional enhancer elements within 130 kb of Sox2. Our reporter assays revealed three novel enhancers--SRR18, SRR107, and SRR111--that, through the formation of chromatin loops, form a chromatin complex with the Sox2 promoter in ES cells. Using the CRISPR/Cas9 system and F1 ES cells (Mus musculus(129) × Mus castaneus), we generated heterozygous deletions of each enhancer region, revealing that only the distal cluster containing SRR107 and SRR111, located >100 kb downstream from Sox2, is required for cis-regulation of Sox2 in ES cells. Furthermore, homozygous deletion of this distal Sox2 control region (SCR) caused significant reduction in Sox2 mRNA and protein levels, loss of ES cell colony morphology, genome-wide changes in gene expression, and impaired neuroectodermal formation upon spontaneous differentiation to embryoid bodies. Together, these data identify a distal control region essential for Sox2 transcription in ES cells.


Assuntos
Diferenciação Celular , Cromatina/metabolismo , Células-Tronco Embrionárias/citologia , Elementos Facilitadores Genéticos/genética , Regulação da Expressão Gênica no Desenvolvimento , Fatores de Transcrição SOXB1/genética , Fatores de Transcrição SOXB1/metabolismo , Animais , Células Cultivadas , Camundongos , Família Multigênica/genética , Placa Neural/citologia , Regiões Promotoras Genéticas/genética , Deleção de Sequência/genética
12.
Mol Hum Reprod ; 27(5)2021 05 08.
Artigo em Inglês | MEDLINE | ID: mdl-33823545

RESUMO

The onset of labour is a culmination of a series of highly coordinated and preparatory physiological events that take place throughout the gestational period. In order to produce the associated contractions needed for foetal delivery, smooth muscle cells in the muscular layer of the uterus (i.e. myometrium) undergo a transition from quiescent to contractile phenotypes. Here, we present the current understanding of the roles transcription factors play in critical labour-associated gene expression changes as part of the molecular mechanistic basis for this transition. Consideration is given to both transcription factors that have been well-studied in a myometrial context, i.e. activator protein 1, progesterone receptors, oestrogen receptors, and nuclear factor kappa B, as well as additional transcription factors whose gestational event-driving contributions have been demonstrated more recently. These transcription factors may form pregnancy- and labour-associated transcriptional regulatory networks in the myometrium to modulate the timing of labour onset. A more thorough understanding of the transcription factor-mediated, labour-promoting regulatory pathways holds promise for the development of new therapeutic treatments that can be used for the prevention of preterm labour in at-risk women.


Assuntos
Miométrio/fisiologia , Parto/genética , Fatores de Transcrição/fisiologia , Animais , Epigênese Genética , Feminino , Regulação da Expressão Gênica , Redes Reguladoras de Genes , Humanos , Trabalho de Parto/genética , Gravidez , Transcrição Gênica
13.
Genome ; 64(4): 426-448, 2021 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-32961076

RESUMO

Enhancers are cis-regulatory sequences located distally to target genes. These sequences consolidate developmental and environmental cues to coordinate gene expression in a tissue-specific manner. Enhancer function and tissue specificity depend on the expressed set of transcription factors, which recognize binding sites and recruit cofactors that regulate local chromatin organization and gene transcription. Unlike other genomic elements, enhancers are challenging to identify because they function independently of orientation, are often distant from their promoters, have poorly defined boundaries, and display no reading frame. In addition, there are no defined genetic or epigenetic features that are unambiguously associated with enhancer activity. Over recent years there have been developments in both empirical assays and computational methods for enhancer prediction. We review genome-wide tools, CRISPR advancements, and high-throughput screening approaches that have improved our ability to both observe and manipulate enhancers in vitro at the level of primary genetic sequences, chromatin states, and spatial interactions. We also highlight contemporary animal models and their importance to enhancer validation. Together, these experimental systems and techniques complement one another and broaden our understanding of enhancer function in development, evolution, and disease.


Assuntos
Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , Elementos Facilitadores Genéticos , Expressão Gênica , Animais , Sítios de Ligação , Cromatina , Doença , Epigenômica/métodos , Técnicas de Inativação de Genes , Genoma , Humanos , Regiões Promotoras Genéticas , Fatores de Transcrição/genética
14.
Biochem Cell Biol ; 98(2): 178-190, 2020 04.
Artigo em Inglês | MEDLINE | ID: mdl-31479623

RESUMO

We previously demonstrated that genome reorganization, through chromosome territory repositioning, occurs concurrently with significant changes in gene expression in normal primary human fibroblasts treated with the drug rapamycin, or stimulated into quiescence. Although these events occurred concomitantly, it is unclear how specific changes in gene expression relate to reorganization of the genome at higher resolution. We used computational analyses, genome organization assays, and microscopy, to investigate the relationship between chromosome territory positioning and gene expression. We determined that despite relocation of chromosome territories, there was no substantial bias in the proportion of genes changing expression on any one chromosome, including chromosomes 10 and 18. Computational analyses identified that clusters of serum deprivation and rapamycin-responsive genes along the linear extent of chromosomes. Chromosome conformation capture (3C) analysis demonstrated the strengthening or loss of specific long-range chromatin interactions in response to rapamycin and quiescence induction, including a cluster of genes containing Interleukin-8 and several chemokine genes on chromosome 4. We further observed that the LIF gene, which is highly induced upon rapamycin treatment, strengthened interactions with up- and down-stream intergenic regions. Our findings indicate that the repositioning of chromosome territories in response to cell stimuli, this does not reflect gene expression changes occurring within physically clustered groups of genes.


Assuntos
Cromatina/química , Fibroblastos/metabolismo , Regulação da Expressão Gênica , Soro/metabolismo , Sirolimo/farmacologia , Núcleo Celular/genética , Proliferação de Células , Coloração Cromossômica , Cromossomos Artificiais Bacterianos , Cromossomos Humanos Par 10 , Cromossomos Humanos Par 18 , Análise por Conglomerados , Biologia Computacional , Perfilação da Expressão Gênica , Biblioteca Gênica , Genoma Humano , Humanos , Hibridização in Situ Fluorescente , Interleucina-8/metabolismo , Família Multigênica
15.
Genome Res ; 27(2): 246-258, 2017 02.
Artigo em Inglês | MEDLINE | ID: mdl-27895109

RESUMO

Transcriptional enhancers are critical for maintaining cell-type-specific gene expression and driving cell fate changes during development. Highly transcribed genes are often associated with a cluster of individual enhancers such as those found in locus control regions. Recently, these have been termed stretch enhancers or super-enhancers, which have been predicted to regulate critical cell identity genes. We employed a CRISPR/Cas9-mediated deletion approach to study the function of several enhancer clusters (ECs) and isolated enhancers in mouse embryonic stem (ES) cells. Our results reveal that the effect of deleting ECs, also classified as ES cell super-enhancers, is highly variable, resulting in target gene expression reductions ranging from 12% to as much as 92%. Partial deletions of these ECs which removed only one enhancer or a subcluster of enhancers revealed partially redundant control of the regulated gene by multiple enhancers within the larger cluster. Many highly transcribed genes in ES cells are not associated with a super-enhancer; furthermore, super-enhancer predictions ignore 81% of the potentially active regulatory elements predicted by cobinding of five or more pluripotency-associated transcription factors. Deletion of these additional enhancer regions revealed their robust regulatory role in gene transcription. In addition, select super-enhancers and enhancers were identified that regulated clusters of paralogous genes. We conclude that, whereas robust transcriptional output can be achieved by an isolated enhancer, clusters of enhancers acting on a common target gene act in a partially redundant manner to fine tune transcriptional output of their target genes.


Assuntos
Elementos Facilitadores Genéticos/genética , Regulação da Expressão Gênica no Desenvolvimento/genética , Células-Tronco Embrionárias Murinas/metabolismo , Transcrição Gênica , Animais , Sistemas CRISPR-Cas , Diferenciação Celular/genética , Deleção de Genes , Camundongos
16.
Bioinformatics ; 35(18): 3232-3239, 2019 09 15.
Artigo em Inglês | MEDLINE | ID: mdl-30753279

RESUMO

MOTIVATION: Mammalian genomes can contain thousands of enhancers but only a subset are actively driving gene expression in a given cellular context. Integrated genomic datasets can be harnessed to predict active enhancers. One challenge in integration of large genomic datasets is the increasing heterogeneity: continuous, binary and discrete features may all be relevant. Coupled with the typically small numbers of training examples, semi-supervised approaches for heterogeneous data are needed; however, current enhancer prediction methods are not designed to handle heterogeneous data in the semi-supervised paradigm. RESULTS: We implemented a Dirichlet Process Heterogeneous Mixture model that infers Gaussian, Bernoulli and Poisson distributions over features. We derived a novel variational inference algorithm to handle semi-supervised learning tasks where certain observations are forced to cluster together. We applied this model to enhancer candidates in mouse heart tissues based on heterogeneous features. We constrained a small number of known active enhancers to appear in the same cluster, and 47 additional regions clustered with them. Many of these are located near heart-specific genes. The model also predicted 1176 active promoters, suggesting that it can discover new enhancers and promoters. AVAILABILITY AND IMPLEMENTATION: We created the 'dphmix' Python package: https://pypi.org/project/dphmix/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Assuntos
Genoma , Genômica , Coração , Animais , Análise por Conglomerados , Humanos , Camundongos , Software , Aprendizado de Máquina Supervisionado
17.
Genome Res ; 25(4): 582-97, 2015 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-25752748

RESUMO

The mammalian genome harbors up to one million regulatory elements often located at great distances from their target genes. Long-range elements control genes through physical contact with promoters and can be recognized by the presence of specific histone modifications and transcription factor binding. Linking regulatory elements to specific promoters genome-wide is currently impeded by the limited resolution of high-throughput chromatin interaction assays. Here we apply a sequence capture approach to enrich Hi-C libraries for >22,000 annotated mouse promoters to identify statistically significant, long-range interactions at restriction fragment resolution, assigning long-range interacting elements to their target genes genome-wide in embryonic stem cells and fetal liver cells. The distal sites contacting active genes are enriched in active histone modifications and transcription factor occupancy, whereas inactive genes contact distal sites with repressive histone marks, demonstrating the regulatory potential of the distal elements identified. Furthermore, we find that coregulated genes cluster nonrandomly in spatial interaction networks correlated with their biological function and expression level. Interestingly, we find the strongest gene clustering in ES cells between transcription factor genes that control key developmental processes in embryogenesis. The results provide the first genome-wide catalog linking gene promoters to their long-range interacting elements and highlight the complex spatial regulatory circuitry controlling mammalian gene expression.


Assuntos
Sítios de Ligação/genética , Elementos Facilitadores Genéticos/genética , Regulação da Expressão Gênica no Desenvolvimento/genética , Regiões Promotoras Genéticas/genética , Animais , Cromatina/genética , Células-Tronco Embrionárias/citologia , Epigênese Genética , Histonas/genética , Fígado/citologia , Fígado/embriologia , Camundongos , Camundongos Endogâmicos C57BL , Fatores de Transcrição/genética , Fatores de Transcrição/metabolismo
18.
PLoS One ; 19(4): e0297847, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38635533

RESUMO

The uterine muscular layer, or myometrium, undergoes profound changes in global gene expression during its progression from a quiescent state during pregnancy to a contractile state at the onset of labor. In this study, we investigate the role of SOX family transcription factors in myometrial cells and provide evidence for the role of SOX4 in regulating labor-associated genes. We show that Sox4 has elevated expression in the murine myometrium during a term laboring process and in two mouse models of preterm labor. Additionally, SOX4 differentially affects labor-associated gene promoter activity in cooperation with activator protein 1 (AP-1) dimers. SOX4 exerted no effect on the Gja1 promoter; a JUND-specific activation effect at the Fos promoter; a positive activation effect on the Mmp11 promoter with the AP-1 dimers; and surprisingly, we noted that the reporter expression of the Ptgs2 promoter in the presence of JUND and FOSL2 was repressed by the addition of SOX4. Our data indicate SOX4 may play a diverse role in regulating gene expression in the laboring myometrium in cooperation with AP-1 factors. This study enhances our current understanding of the regulatory network that governs the transcriptional changes associated with the onset of labor and highlights a new molecular player that may contribute to the labor transcriptional program.


Assuntos
Trabalho de Parto , Miométrio , Animais , Feminino , Camundongos , Gravidez , Trabalho de Parto/genética , Trabalho de Parto/metabolismo , Miométrio/metabolismo , Regiões Promotoras Genéticas , Fator de Transcrição AP-1/genética , Fator de Transcrição AP-1/metabolismo , Útero/metabolismo
19.
Biochem Cell Biol ; 91(1): 22-30, 2013 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-23442138

RESUMO

Transcription occurs at distinct nuclear compartments termed transcription factories that are specialized for transcription by 1 of the 3 polymerase complexes (I, II, or III). Protein-coding genes appear to move in and out of RNA polymerase II (RNAPII) compartments as they are expressed and silenced. In addition, transcription factories are sites where several transcription units, either from the same chromosome or different chromosomes, are transcribed. Chromosomes occupy distinct territories in the interphase nucleus with active genes preferentially positioned on the periphery or even looped out of the territory. These chromosome territories have been observed to intermingle in the nucleus, and multiple interactions among different chromosomes have been identified in genome-wide studies. Deep sequencing of the transcriptome and RNAPII associated on DNA obtained by chromatin immunoprecipitation have revealed a plethora of noncoding transcription and intergenic accumulations of RNAPII that must also be considered in models of genome function. The organization of transcription into distinct regions of the nucleus has changed the way we view transcription with the evolving model for silencing or activation of gene expression involving physical relocation of the transcription unit to a silencing or activation compartment, thus, highlighting the need to consider the process of transcription in the 3-dimensional nuclear space.


Assuntos
Núcleo Celular/genética , Cromatina , Genoma , RNA Polimerase II/genética , Transcrição Gênica , Animais , Linhagem Celular , Núcleo Celular/química , Núcleo Celular/metabolismo , Inativação Gênica , Estudo de Associação Genômica Ampla , Humanos , RNA Polimerase II/metabolismo
20.
Nat Genet ; 36(10): 1065-71, 2004 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-15361872

RESUMO

The intranuclear position of many genes has been correlated with their activity state, suggesting that migration to functional subcompartments may influence gene expression. Indeed, nascent RNA production and RNA polymerase II seem to be localized into discrete foci or 'transcription factories'. Current estimates from cultured cells indicate that multiple genes could occupy the same factory, although this has not yet been observed. Here we show that, during transcription in vivo, distal genes colocalize to the same transcription factory at high frequencies. Active genes are dynamically organized into shared nuclear subcompartments, and movement into or out of these factories results in activation or abatement of transcription. Thus, rather than recruiting and assembling transcription complexes, active genes migrate to preassembled transcription sites.


Assuntos
Regulação da Expressão Gênica , Transcrição Gênica , Animais , Proteínas Sanguíneas/genética , Núcleo Celular/metabolismo , Células Cultivadas , Globinas/genética , Hibridização in Situ Fluorescente , Fator de Crescimento Insulin-Like II/genética , Proteínas de Membrana/genética , Camundongos , Modelos Genéticos , Chaperonas Moleculares/genética , Canais de Potássio de Abertura Dependente da Tensão da Membrana , RNA Polimerase II/metabolismo , Uroporfirinogênio III Sintetase/genética
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