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1.
Nat Commun ; 10(1): 4063, 2019 09 06.
Artigo em Inglês | MEDLINE | ID: mdl-31492858

RESUMO

Pooled CRISPR-Cas9 screens are a powerful method for functionally characterizing regulatory elements in the non-coding genome, but off-target effects in these experiments have not been systematically evaluated. Here, we investigate Cas9, dCas9, and CRISPRi/a off-target activity in screens for essential regulatory elements. The sgRNAs with the largest effects in genome-scale screens for essential CTCF loop anchors in K562 cells were not single guide RNAs (sgRNAs) that disrupted gene expression near the on-target CTCF anchor. Rather, these sgRNAs had high off-target activity that, while only weakly correlated with absolute off-target site number, could be predicted by the recently developed GuideScan specificity score. Screens conducted in parallel with CRISPRi/a, which do not induce double-stranded DNA breaks, revealed that a distinct set of off-targets also cause strong confounding fitness effects with these epigenome-editing tools. Promisingly, filtering of CRISPRi libraries using GuideScan specificity scores removed these confounded sgRNAs and enabled identification of essential regulatory elements.


Assuntos
Sistemas CRISPR-Cas , Regulação Neoplásica da Expressão Gênica , Genoma Humano/genética , RNA Guia de Cinetoplastídeos/genética , Elementos Reguladores de Transcrição/genética , Biologia Computacional/métodos , Epigênese Genética/genética , Epigenômica/métodos , Edição de Genes/métodos , Células HEK293 , Humanos , Células K562
2.
Cancer Discov ; 8(10): 1316-1331, 2018 10.
Artigo em Inglês | MEDLINE | ID: mdl-30228179

RESUMO

The extent to which early events shape tumor evolution is largely uncharacterized, even though a better understanding of these early events may help identify key vulnerabilities in advanced tumors. Here, using genetically defined mouse models of small cell lung cancer (SCLC), we uncovered distinct metastatic programs attributable to the cell type of origin. In one model, tumors gain metastatic ability through amplification of the transcription factor NFIB and a widespread increase in chromatin accessibility, whereas in the other model, tumors become metastatic in the absence of NFIB-driven chromatin alterations. Gene-expression and chromatin accessibility analyses identify distinct mechanisms as well as markers predictive of metastatic progression in both groups. Underlying the difference between the two programs was the cell type of origin of the tumors, with NFIB-independent metastases arising from mature neuroendocrine cells. Our findings underscore the importance of the identity of cell type of origin in influencing tumor evolution and metastatic mechanisms.Significance: We show that SCLC can arise from different cell types of origin, which profoundly influences the eventual genetic and epigenetic changes that enable metastatic progression. Understanding intertumoral heterogeneity in SCLC, and across cancer types, may illuminate mechanisms of tumor progression and uncover how the cell type of origin affects tumor evolution. Cancer Discov; 8(10); 1316-31. ©2018 AACR. See related commentary by Pozo et al., p. 1216 This article is highlighted in the In This Issue feature, p. 1195.


Assuntos
Neoplasias Pulmonares/genética , Carcinoma de Pequenas Células do Pulmão/genética , Animais , Linhagem Celular Tumoral , Modelos Animais de Doenças , Humanos , Neoplasias Pulmonares/patologia , Camundongos , Carcinoma de Pequenas Células do Pulmão/patologia
3.
PLoS Biol ; 15(11): e2003213, 2017 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-29190685

RESUMO

The application of RNA interference (RNAi) to mammalian cells has provided the means to perform phenotypic screens to determine the functions of genes. Although RNAi has revolutionized loss-of-function genetic experiments, it has been difficult to systematically assess the prevalence and consequences of off-target effects. The Connectivity Map (CMAP) represents an unprecedented resource to study the gene expression consequences of expressing short hairpin RNAs (shRNAs). Analysis of signatures for over 13,000 shRNAs applied in 9 cell lines revealed that microRNA (miRNA)-like off-target effects of RNAi are far stronger and more pervasive than generally appreciated. We show that mitigating off-target effects is feasible in these datasets via computational methodologies to produce a consensus gene signature (CGS). In addition, we compared RNAi technology to clustered regularly interspaced short palindromic repeat (CRISPR)-based knockout by analysis of 373 single guide RNAs (sgRNAs) in 6 cells lines and show that the on-target efficacies are comparable, but CRISPR technology is far less susceptible to systematic off-target effects. These results will help guide the proper use and analysis of loss-of-function reagents for the determination of gene function.


Assuntos
Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , Perfilação da Expressão Gênica , Redes Reguladoras de Genes/genética , Genômica/métodos , Interferência de RNA/fisiologia , Células Cultivadas , Regulação Neoplásica da Expressão Gênica , Genômica/normas , Células HT29 , Células Hep G2 , Humanos , Células MCF-7 , RNA Interferente Pequeno/genética , Transcriptoma
4.
PLoS One ; 12(11): e0186518, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-29161273

RESUMO

BACKGROUND: The evaluation of less frequent genetic variants and their effect on complex disease pose new challenges for genomic research. To investigate whether epigenetic data can be used to inform aggregate rare-variant association methods (RVAM), we assessed whether variants more significantly associated with colorectal cancer (CRC) were preferentially located in non-coding regulatory regions, and whether enrichment was specific to colorectal tissues. METHODS: Active regulatory elements (ARE) were mapped using data from 127 tissues and cell-types from NIH Roadmap Epigenomics and Encyclopedia of DNA Elements (ENCODE) projects. We investigated whether CRC association p-values were more significant for common variants inside versus outside AREs, or 2) inside colorectal (CR) AREs versus AREs of other tissues and cell-types. We employed an integrative epigenomic RVAM for variants with allele frequency <1%. Gene sets were defined as ARE variants within 200 kilobases of a transcription start site (TSS) using either CR ARE or ARE from non-digestive tissues. CRC-set association p-values were used to evaluate enrichment of less frequent variant associations in CR ARE versus non-digestive ARE. RESULTS: ARE from 126/127 tissues and cell-types were significantly enriched for stronger CRC-variant associations. Strongest enrichment was observed for digestive tissues and immune cell types. CR-specific ARE were also enriched for stronger CRC-variant associations compared to ARE combined across non-digestive tissues (p-value = 9.6 × 10-4). Additionally, we found enrichment of stronger CRC association p-values for rare variant sets of CR ARE compared to non-digestive ARE (p-value = 0.029). CONCLUSIONS: Integrative epigenomic RVAM may enable discovery of less frequent variants associated with CRC, and ARE of digestive and immune tissues are most informative. Although distance-based aggregation of less frequent variants in CR ARE surrounding TSS showed modest enrichment, future association studies would likely benefit from joint analysis of transcriptomes and epigenomes to better link regulatory variation with target genes.


Assuntos
Neoplasias Colorretais/genética , Epigenômica , Locos de Características Quantitativas/genética , Sequências Reguladoras de Ácido Nucleico/genética , Neoplasias Colorretais/patologia , Frequência do Gene , Estudo de Associação Genômica Ampla , Genômica , Humanos , Polimorfismo de Nucleotídeo Único
5.
Nat Genet ; 49(11): 1602-1612, 2017 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-28945252

RESUMO

The challenge of linking intergenic mutations to target genes has limited molecular understanding of human diseases. Here we show that H3K27ac HiChIP generates high-resolution contact maps of active enhancers and target genes in rare primary human T cell subtypes and coronary artery smooth muscle cells. Differentiation of naive T cells into T helper 17 cells or regulatory T cells creates subtype-specific enhancer-promoter interactions, specifically at regions of shared DNA accessibility. These data provide a principled means of assigning molecular functions to autoimmune and cardiovascular disease risk variants, linking hundreds of noncoding variants to putative gene targets. Target genes identified with HiChIP are further supported by CRISPR interference and activation at linked enhancers, by the presence of expression quantitative trait loci, and by allele-specific enhancer loops in patient-derived primary cells. The majority of disease-associated enhancers contact genes beyond the nearest gene in the linear genome, leading to a fourfold increase in the number of potential target genes for autoimmune and cardiovascular diseases.


Assuntos
Doenças Autoimunes/genética , Doenças Cardiovasculares/genética , DNA Intergênico/genética , Elementos Facilitadores Genéticos , Mutação , Regiões Promotoras Genéticas , Alelos , Doenças Autoimunes/imunologia , Doenças Autoimunes/patologia , Doenças Cardiovasculares/metabolismo , Doenças Cardiovasculares/patologia , Diferenciação Celular , Cromatina , Imunoprecipitação da Cromatina/métodos , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , DNA Intergênico/metabolismo , Genoma Humano , Histonas/genética , Histonas/metabolismo , Humanos , Células K562 , Miócitos de Músculo Liso/citologia , Miócitos de Músculo Liso/imunologia , Cultura Primária de Células , Locos de Características Quantitativas , Linfócitos T Auxiliares-Indutores/citologia , Linfócitos T Auxiliares-Indutores/imunologia , Linfócitos T Reguladores/citologia , Linfócitos T Reguladores/imunologia
6.
Nat Methods ; 14(10): 959-962, 2017 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-28846090

RESUMO

We present Omni-ATAC, an improved ATAC-seq protocol for chromatin accessibility profiling that works across multiple applications with substantial improvement of signal-to-background ratio and information content. The Omni-ATAC protocol generates chromatin accessibility profiles from archival frozen tissue samples and 50-µm sections, revealing the activities of disease-associated DNA elements in distinct human brain structures. The Omni-ATAC protocol enables the interrogation of personal regulomes in tissue context and translational studies.


Assuntos
DNA/genética , Congelamento , Genoma , Manejo de Espécimes/métodos , Animais , Encéfalo , Linhagem Celular , Eritrócitos , Regulação Enzimológica da Expressão Gênica , Estudo de Associação Genômica Ampla , Humanos , Queratinócitos , Camundongos , Replicação de Sequência Autossustentável , Neoplasias da Glândula Tireoide , Transposases/metabolismo
7.
Nat Med ; 23(3): 291-300, 2017 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-28191885

RESUMO

Lung cancer is the leading cause of cancer deaths worldwide, with the majority of mortality resulting from metastatic spread. However, the molecular mechanism by which cancer cells acquire the ability to disseminate from primary tumors, seed distant organs, and grow into tissue-destructive metastases remains incompletely understood. We combined tumor barcoding in a mouse model of human lung adenocarcinoma with unbiased genomic approaches to identify a transcriptional program that confers metastatic ability and predicts patient survival. Small-scale in vivo screening identified several genes, including Cd109, that encode novel pro-metastatic factors. We uncovered signaling mediated by Janus kinases (Jaks) and the transcription factor Stat3 as a critical, pharmacologically targetable effector of CD109-driven lung cancer metastasis. In summary, by coupling the systematic genomic analysis of purified cancer cells in distinct malignant states from mouse models with extensive human validation, we uncovered several key regulators of metastatic ability, including an actionable pro-metastatic CD109-Jak-Stat3 axis.


Assuntos
Adenocarcinoma/genética , Antígenos CD/genética , Regulação Neoplásica da Expressão Gênica/genética , Janus Quinases/genética , Neoplasias Pulmonares/genética , Proteínas de Neoplasias/genética , Fator de Transcrição STAT3/genética , Adenocarcinoma/metabolismo , Animais , Western Blotting , Linhagem Celular Tumoral , Modelos Animais de Doenças , Técnicas de Silenciamento de Genes , Janus Quinase 1/genética , Janus Quinase 3/genética , Neoplasias Pulmonares/metabolismo , Camundongos , Terapia de Alvo Molecular , Metástase Neoplásica/genética , Reação em Cadeia da Polimerase , Inibidores de Proteínas Quinases , Proteínas Proto-Oncogênicas p21(ras)/genética , Transdução de Sinais , Proteína Supressora de Tumor p53/genética
8.
Nat Genet ; 48(10): 1193-203, 2016 10.
Artigo em Inglês | MEDLINE | ID: mdl-27526324

RESUMO

We define the chromatin accessibility and transcriptional landscapes in 13 human primary blood cell types that span the hematopoietic hierarchy. Exploiting the finding that the enhancer landscape better reflects cell identity than mRNA levels, we enable 'enhancer cytometry' for enumeration of pure cell types from complex populations. We identify regulators governing hematopoietic differentiation and further show the lineage ontogeny of genetic elements linked to diverse human diseases. In acute myeloid leukemia (AML), chromatin accessibility uncovers unique regulatory evolution in cancer cells with a progressively increasing mutation burden. Single AML cells exhibit distinctive mixed regulome profiles corresponding to disparate developmental stages. A method to account for this regulatory heterogeneity identified cancer-specific deviations and implicated HOX factors as key regulators of preleukemic hematopoietic stem cell characteristics. Thus, regulome dynamics can provide diverse insights into hematopoietic development and disease.


Assuntos
Cromatina , Hematopoese/genética , Leucemia Mieloide Aguda/genética , Linhagem da Célula , Células Clonais , Elementos Facilitadores Genéticos , Perfilação da Expressão Gênica , Regulação Neoplásica da Expressão Gênica , Humanos , Leucemia Mieloide Aguda/patologia , Mielopoese/genética , Sequências Reguladoras de Ácido Nucleico , Análise de Sequência de DNA/métodos , Células Tumorais Cultivadas
9.
Cancer Cell ; 29(5): 697-710, 2016 05 09.
Artigo em Inglês | MEDLINE | ID: mdl-27150038

RESUMO

The ability of cancer cells to establish lethal metastatic lesions requires the survival and expansion of single cancer cells at distant sites. The factors controlling the clonal growth ability of individual cancer cells remain poorly understood. Here, we show that high expression of the transcription factor ARNTL2 predicts poor lung adenocarcinoma patient outcome. Arntl2 is required for metastatic ability in vivo and clonal growth in cell culture. Arntl2 drives metastatic self-sufficiency by orchestrating the expression of a complex pro-metastatic secretome. We identify Clock as an Arntl2 partner and functionally validate the matricellular protein Smoc2 as a pro-metastatic secreted factor. These findings shed light on the molecular mechanisms that enable single cancer cells to form allochthonous tumors in foreign tissue environments.


Assuntos
Fatores de Transcrição ARNTL/genética , Adenocarcinoma/genética , Regulação Neoplásica da Expressão Gênica , Neoplasias Pulmonares/genética , Fatores de Transcrição ARNTL/metabolismo , Adenocarcinoma/metabolismo , Adenocarcinoma/patologia , Animais , Western Blotting , Proteínas CLOCK/genética , Proteínas CLOCK/metabolismo , Proteínas de Ligação ao Cálcio/genética , Proteínas de Ligação ao Cálcio/metabolismo , Linhagem Celular Tumoral , Proliferação de Células/genética , Humanos , Neoplasias Pulmonares/metabolismo , Neoplasias Pulmonares/patologia , Camundongos da Linhagem 129 , Camundongos Endogâmicos NOD , Camundongos Knockout , Camundongos SCID , Metástase Neoplásica , Interferência de RNA , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Análise de Sobrevida
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