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1.
Nat Methods ; 14(10): 959-962, 2017 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-28846090

RESUMEN

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.


Asunto(s)
ADN/genética , Congelación , Genoma , Manejo de Especímenes/métodos , Animales , Encéfalo , Línea Celular , Eritrocitos , Regulación Enzimológica de la Expresión Génica , Estudio de Asociación del Genoma Completo , Humanos , Queratinocitos , Ratones , Replicación de Secuencia Autosostenida , Neoplasias de la Tiroides , Transposasas/metabolismo
2.
PLoS Biol ; 15(11): e2003213, 2017 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-29190685

RESUMEN

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.


Asunto(s)
Repeticiones Palindrómicas Cortas Agrupadas y Regularmente Espaciadas , Perfilación de la Expresión Génica , Redes Reguladoras de Genes/genética , Genómica/métodos , Interferencia de ARN/fisiología , Células Cultivadas , Regulación Neoplásica de la Expresión Génica , Genómica/normas , Células HT29 , Células Hep G2 , Humanos , Células MCF-7 , ARN Interferente Pequeño/genética , Transcriptoma
3.
Nat Commun ; 10(1): 4063, 2019 09 06.
Artículo en Inglés | MEDLINE | ID: mdl-31492858

RESUMEN

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.


Asunto(s)
Sistemas CRISPR-Cas , Regulación Neoplásica de la Expresión Génica , Genoma Humano/genética , ARN Guía de Kinetoplastida/genética , Elementos Reguladores de la Transcripción/genética , Biología Computacional/métodos , Epigénesis Genética/genética , Epigenómica/métodos , Edición Génica/métodos , Células HEK293 , Humanos , Células K562
4.
Cancer Discov ; 8(10): 1316-1331, 2018 10.
Artículo en Inglés | MEDLINE | ID: mdl-30228179

RESUMEN

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.


Asunto(s)
Neoplasias Pulmonares/genética , Carcinoma Pulmonar de Células Pequeñas/genética , Animales , Línea Celular Tumoral , Modelos Animales de Enfermedad , Humanos , Neoplasias Pulmonares/patología , Ratones , Carcinoma Pulmonar de Células Pequeñas/patología
5.
Nat Med ; 23(3): 291-300, 2017 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-28191885

RESUMEN

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.


Asunto(s)
Adenocarcinoma/genética , Antígenos CD/genética , Regulación Neoplásica de la Expresión Génica/genética , Quinasas Janus/genética , Neoplasias Pulmonares/genética , Proteínas de Neoplasias/genética , Factor de Transcripción STAT3/genética , Adenocarcinoma/metabolismo , Animales , Western Blotting , Línea Celular Tumoral , Modelos Animales de Enfermedad , Técnicas de Silenciamiento del Gen , Janus Quinasa 1/genética , Janus Quinasa 3/genética , Neoplasias Pulmonares/metabolismo , Ratones , Terapia Molecular Dirigida , Metástasis de la Neoplasia/genética , Reacción en Cadena de la Polimerasa , Inhibidores de Proteínas Quinasas , Proteínas Proto-Oncogénicas p21(ras)/genética , Transducción de Señal , Proteína p53 Supresora de Tumor/genética
6.
Nat Genet ; 49(11): 1602-1612, 2017 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-28945252

RESUMEN

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.


Asunto(s)
Enfermedades Autoinmunes/genética , Enfermedades Cardiovasculares/genética , ADN Intergénico/genética , Elementos de Facilitación Genéticos , Mutación , Regiones Promotoras Genéticas , Alelos , Enfermedades Autoinmunes/inmunología , Enfermedades Autoinmunes/patología , Enfermedades Cardiovasculares/metabolismo , Enfermedades Cardiovasculares/patología , Diferenciación Celular , Cromatina , Inmunoprecipitación de Cromatina/métodos , Repeticiones Palindrómicas Cortas Agrupadas y Regularmente Espaciadas , ADN Intergénico/metabolismo , Genoma Humano , Histonas/genética , Histonas/metabolismo , Humanos , Células K562 , Miocitos del Músculo Liso/citología , Miocitos del Músculo Liso/inmunología , Cultivo Primario de Células , Sitios de Carácter Cuantitativo , Linfocitos T Colaboradores-Inductores/citología , Linfocitos T Colaboradores-Inductores/inmunología , Linfocitos T Reguladores/citología , Linfocitos T Reguladores/inmunología
7.
PLoS One ; 12(11): e0186518, 2017.
Artículo en Inglés | MEDLINE | ID: mdl-29161273

RESUMEN

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.


Asunto(s)
Neoplasias Colorrectales/genética , Epigenómica , Sitios de Carácter Cuantitativo/genética , Secuencias Reguladoras de Ácidos Nucleicos/genética , Neoplasias Colorrectales/patología , Frecuencia de los Genes , Estudio de Asociación del Genoma Completo , Genómica , Humanos , Polimorfismo de Nucleótido Simple
8.
Cancer Cell ; 29(5): 697-710, 2016 05 09.
Artículo en Inglés | MEDLINE | ID: mdl-27150038

RESUMEN

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.


Asunto(s)
Factores de Transcripción ARNTL/genética , Adenocarcinoma/genética , Regulación Neoplásica de la Expresión Génica , Neoplasias Pulmonares/genética , Factores de Transcripción ARNTL/metabolismo , Adenocarcinoma/metabolismo , Adenocarcinoma/patología , Animales , Western Blotting , Proteínas CLOCK/genética , Proteínas CLOCK/metabolismo , Proteínas de Unión al Calcio/genética , Proteínas de Unión al Calcio/metabolismo , Línea Celular Tumoral , Proliferación Celular/genética , Humanos , Neoplasias Pulmonares/metabolismo , Neoplasias Pulmonares/patología , Ratones de la Cepa 129 , Ratones Endogámicos NOD , Ratones Noqueados , Ratones SCID , Metástasis de la Neoplasia , Interferencia de ARN , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Análisis de Supervivencia
9.
Nat Genet ; 48(10): 1193-203, 2016 10.
Artículo en Inglés | MEDLINE | ID: mdl-27526324

RESUMEN

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.


Asunto(s)
Cromatina , Hematopoyesis/genética , Leucemia Mieloide Aguda/genética , Linaje de la Célula , Células Clonales , Elementos de Facilitación Genéticos , Perfilación de la Expresión Génica , Regulación Neoplásica de la Expresión Génica , Humanos , Leucemia Mieloide Aguda/patología , Mielopoyesis/genética , Secuencias Reguladoras de Ácidos Nucleicos , Análisis de Secuencia de ADN/métodos , Células Tumorales Cultivadas
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