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2.
Am J Hum Genet ; 98(3): 456-472, 2016 Mar 03.
Artigo em Inglês | MEDLINE | ID: mdl-26924531

RESUMO

Searching for genetic variants with unusual differentiation between subpopulations is an established approach for identifying signals of natural selection. However, existing methods generally require discrete subpopulations. We introduce a method that infers selection using principal components (PCs) by identifying variants whose differentiation along top PCs is significantly greater than the null distribution of genetic drift. To enable the application of this method to large datasets, we developed the FastPCA software, which employs recent advances in random matrix theory to accurately approximate top PCs while reducing time and memory cost from quadratic to linear in the number of individuals, a computational improvement of many orders of magnitude. We apply FastPCA to a cohort of 54,734 European Americans, identifying 5 distinct subpopulations spanning the top 4 PCs. Using the PC-based test for natural selection, we replicate previously known selected loci and identify three new genome-wide significant signals of selection, including selection in Europeans at ADH1B. The coding variant rs1229984(∗)T has previously been associated to a decreased risk of alcoholism and shown to be under selection in East Asians; we show that it is a rare example of independent evolution on two continents. We also detect selection signals at IGFBP3 and IGH, which have also previously been associated to human disease.


Assuntos
Álcool Desidrogenase/genética , Povo Asiático/genética , Evolução Molecular , Análise de Componente Principal , População Branca/genética , Biologia Computacional , Bases de Dados Genéticas , Europa (Continente) , Ásia Oriental , Loci Gênicos , Genética Populacional , Estudo de Associação Genômica Ampla , Humanos , Proteína 3 de Ligação a Fator de Crescimento Semelhante à Insulina/genética , Modelos Genéticos , Filogenia , Polimorfismo de Nucleotídeo Único , Seleção Genética
3.
Nat Genet ; 48(1): 22-9, 2016 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-26642241

RESUMO

The contribution of repetitive elements to quantitative human traits is largely unknown. Here we report a genome-wide survey of the contribution of short tandem repeats (STRs), which constitute one of the most polymorphic and abundant repeat classes, to gene expression in humans. Our survey identified 2,060 significant expression STRs (eSTRs). These eSTRs were replicable in orthogonal populations and expression assays. We used variance partitioning to disentangle the contribution of eSTRs from that of linked SNPs and indels and found that eSTRs contribute 10-15% of the cis heritability mediated by all common variants. Further functional genomic analyses showed that eSTRs are enriched in conserved regions, colocalize with regulatory elements and may modulate certain histone modifications. By analyzing known genome-wide association study (GWAS) signals and searching for new associations in 1,685 whole genomes from deeply phenotyped individuals, we found that eSTRs are enriched in various clinically relevant conditions. These results highlight the contribution of STRs to the genetic architecture of quantitative human traits.


Assuntos
Expressão Gênica , Variação Genética , Genoma Humano , Repetições de Microssatélites , Doença de Crohn/genética , Estudo de Associação Genômica Ampla , Histonas/genética , Histonas/metabolismo , Humanos , Mutação INDEL , Modelos Genéticos , Polimorfismo de Nucleotídeo Único , Locos de Características Quantitativas , Sequências Reguladoras de Ácido Nucleico , Gêmeos/genética
4.
Genome Biol ; 13(10): R88, 2012 Oct 03.
Artigo em Inglês | MEDLINE | ID: mdl-23034120

RESUMO

BACKGROUND: Epigenetic mechanisms such as chromatin accessibility impact transcription factor binding to DNA and transcriptional specificity. The androgen receptor (AR), a master regulator of the male phenotype and prostate cancer pathogenesis, acts primarily through ligand-activated transcription of target genes. Although several determinants of AR transcriptional specificity have been elucidated, our understanding of the interplay between chromatin accessibility and AR function remains incomplete. RESULTS: We used deep sequencing to assess chromatin structure via DNase I hypersensitivity and mRNA abundance, and paired these datasets with three independent AR ChIP-seq datasets. Our analysis revealed qualitative and quantitative differences in chromatin accessibility that corresponded to both AR binding and an enrichment of motifs for potential collaborating factors, one of which was identified as SP1. These quantitative differences were significantly associated with AR-regulated mRNA transcription across the genome. Base-pair resolution of the DNase I cleavage profile revealed three distinct footprinting patterns associated with the AR-DNA interaction, suggesting multiple modes of AR interaction with the genome. CONCLUSIONS: In contrast with other DNA-binding factors, AR binding to the genome does not only target regions that are accessible to DNase I cleavage prior to hormone induction. AR binding is invariably associated with an increase in chromatin accessibility and, consequently, changes in gene expression. Furthermore, we present the first in vivo evidence that a significant fraction of AR binds only to half of the full AR DNA motif. These findings indicate a dynamic quantitative relationship between chromatin structure and AR-DNA binding that impacts AR transcriptional specificity.


Assuntos
Cromatina/metabolismo , Metribolona/farmacologia , Receptores Androgênicos/genética , Receptores Androgênicos/metabolismo , Fator de Transcrição Sp1/genética , Transcrição Gênica , Sítios de Ligação , Linhagem Celular Tumoral , Regulação Neoplásica da Expressão Gênica , Genoma Humano , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Humanos , Masculino , Análise de Sequência de DNA/métodos
5.
Proc Natl Acad Sci U S A ; 109(18): 6811-8, 2012 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-22447775

RESUMO

Because proteins are the major functional components of cells, knowledge of their cellular localization is crucial to gaining an understanding of the biology of multicellular organisms. We have generated a protein expression map of the Arabidopsis root providing the identity and cell type-specific localization of nearly 2,000 proteins. Grouping proteins into functional categories revealed unique cellular functions and identified cell type-specific biomarkers. Cellular colocalization provided support for numerous protein-protein interactions. With a binary comparison, we found that RNA and protein expression profiles are weakly correlated. We then performed peak integration at cell type-specific resolution and found an improved correlation with transcriptome data using continuous values. We performed GeLC-MS/MS (in-gel tryptic digestion followed by liquid chromatography-tandem mass spectrometry) proteomic experiments on mutants with ectopic and no root hairs, providing complementary proteomic data. Finally, among our root hair-specific proteins we identified two unique regulators of root hair development.


Assuntos
Proteínas de Arabidopsis/metabolismo , Arabidopsis/metabolismo , Arabidopsis/anatomia & histologia , Arabidopsis/genética , Proteínas de Arabidopsis/genética , Sequência de Bases , Cromatografia Líquida , Primers do DNA/genética , Perfilação da Expressão Gênica , Raízes de Plantas/anatomia & histologia , Raízes de Plantas/genética , Raízes de Plantas/metabolismo , Plantas Geneticamente Modificadas , Análise Serial de Proteínas , Mapeamento de Interação de Proteínas , Proteoma/genética , Proteoma/metabolismo , Proteômica , RNA de Plantas/genética , RNA de Plantas/metabolismo , Espectrometria de Massas em Tandem
6.
Genome Biol ; 12(8): R79, 2011 Aug 18.
Artigo em Inglês | MEDLINE | ID: mdl-21851591

RESUMO

Crosslinking and immunoprecipitation (CLIP) protocols have made it possible to identify transcriptome-wide RNA-protein interaction sites. In particular, PAR-CLIP utilizes a photoactivatable nucleoside for more efficient crosslinking. We present an approach, centered on the novel PARalyzer tool, for mapping high-confidence sites from PAR-CLIP deep-sequencing data. We show that PARalyzer delineates sites with a high signal-to-noise ratio. Motif finding identifies the sequence preferences of RNA-binding proteins, as well as seed-matches for highly expressed microRNAs when profiling Argonaute proteins. Our study describes tailored analytical methods and provides guidelines for future efforts to utilize high-throughput sequencing in RNA biology. PARalyzer is available at http://www.genome.duke.edu/labs/ohler/research/PARalyzer/.


Assuntos
Sítios de Ligação/genética , Imunoprecipitação/métodos , RNA/isolamento & purificação , Análise de Sequência de RNA/métodos , Proteínas Argonautas/genética , Proteínas Argonautas/metabolismo , Bases de Dados Genéticas , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Humanos , Imunoprecipitação/instrumentação , Modelos Lineares , MicroRNAs/genética , MicroRNAs/metabolismo , RNA/metabolismo , Razão Sinal-Ruído , Transcriptoma
7.
Mol Cell ; 43(3): 327-39, 2011 Aug 05.
Artigo em Inglês | MEDLINE | ID: mdl-21723170

RESUMO

RNA-binding proteins coordinate the fates of multiple RNAs, but the principles underlying these global interactions remain poorly understood. We elucidated regulatory mechanisms of the RNA-binding protein HuR, by integrating data from diverse high-throughput targeting technologies, specifically PAR-CLIP, RIP-chip, and whole-transcript expression profiling. The number of binding sites per transcript, degree of HuR association, and degree of HuR-dependent RNA stabilization were positively correlated. Pre-mRNA and mature mRNA containing both intronic and 3' UTR binding sites were more highly stabilized than transcripts with only 3' UTR or only intronic binding sites, suggesting that HuR couples pre-mRNA processing with mature mRNA stability. We also observed HuR-dependent splicing changes and substantial binding of HuR in polypyrimidine tracts of pre-mRNAs. Comparison of the spatial patterns surrounding HuR and miRNA binding sites provided functional evidence for HuR-dependent antagonism of proximal miRNA-mediated repression. We conclude that HuR coordinates gene expression outcomes at multiple interconnected steps of RNA processing.


Assuntos
Antígenos de Superfície/metabolismo , Precursores de RNA/metabolismo , Processamento Pós-Transcricional do RNA , Estabilidade de RNA , RNA Mensageiro/metabolismo , Proteínas de Ligação a RNA/metabolismo , Motivos de Aminoácidos , Antígenos de Superfície/química , Antígenos de Superfície/fisiologia , Sítios de Ligação , Biologia Computacional , Proteínas ELAV , Proteína Semelhante a ELAV 1 , Regulação da Expressão Gênica , Células HEK293 , Humanos , MicroRNAs/metabolismo , MicroRNAs/fisiologia , Proteínas de Ligação a RNA/química , Proteínas de Ligação a RNA/fisiologia , Software
8.
Genome Biol ; 11(2): R19, 2010.
Artigo em Inglês | MEDLINE | ID: mdl-20156354

RESUMO

cERMIT is a computationally efficient motif discovery tool based on analyzing genome-wide quantitative regulatory evidence. Instead of pre-selecting promising candidate sequences, it utilizes information across all sequence regions to search for high-scoring motifs. We apply cERMIT on a range of direct binding and overexpression datasets; it substantially outperforms state-of-the-art approaches on curated ChIP-chip datasets, and easily scales to current mammalian ChIP-seq experiments with data on thousands of non-coding regions.


Assuntos
Estudo de Associação Genômica Ampla/métodos , Análise de Sequência com Séries de Oligonucleotídeos , Análise de Sequência de DNA/métodos , Animais , Biologia Computacional , DNA Fúngico/genética , Genoma Humano , Humanos , Camundongos
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