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1.
Epigenetics ; 9(10): 1382-96, 2014 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-25424692

RESUMEN

Smoking is a major risk factor in many diseases. Genome wide association studies have linked genes for nicotine dependence and smoking behavior to increased risk of cardiovascular, pulmonary, and malignant diseases. We conducted an epigenome wide association study in peripheral-blood DNA in 464 individuals (22 current smokers and 263 ex-smokers), using the Human Methylation 450 K array. Upon replication in an independent sample of 356 twins (41 current and 104 ex-smokers), we identified 30 probes in 15 distinct loci, all of which reached genome-wide significance in the combined analysis P < 5 × 10(-8). All but one probe (cg17024919) remained significant after adjusting for blood cell counts. We replicated all 9 known loci and found an independent signal at CPOX near GPR15. In addition, we found 6 new loci at PRSS23, AVPR1B, PSEN2, LINC00299, RPS6KA2, and KIAA0087. Most of the lead probes (13 out of 15) associated with cigarette smoking, overlapped regions of open chromatin (FAIRE and DNaseI hypersensitive sites) or/and H3K27Ac peaks (ENCODE data set), which mark regulatory elements. The effect of smoking on DNA methylation was partially reversible upon smoking cessation for longer than 3 months. We report the first statistically significant interaction between a SNP (rs2697768) and cigarette smoking on DNA methylation (cg03329539). We provide evidence that the metSNP for cg03329539 regulates expression of the CHRND gene located circa 95 Kb downstream of the methylation site. Our findings suggest the existence of dynamic, reversible site-specific methylation changes in response to cigarette smoking , which may contribute to the extended health risks associated with cigarette smoking.


Asunto(s)
Metilación de ADN , Polimorfismo de Nucleótido Simple , Fumar/efectos adversos , Adulto , Anciano , Anciano de 80 o más Años , Islas de CpG , Epigénesis Genética , Femenino , Estudio de Asociación del Genoma Completo , Humanos , Modelos Lineales , Masculino , Persona de Mediana Edad , Sitios de Carácter Cuantitativo , Análisis de Secuencia de ARN
2.
Diabetes ; 63(3): 1154-65, 2014 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-24306210

RESUMEN

Using an integrative approach in which genetic variation, gene expression, and clinical phenotypes are assessed in relevant tissues may help functionally characterize the contribution of genetics to disease susceptibility. We sought to identify genetic variation influencing skeletal muscle gene expression (expression quantitative trait loci [eQTLs]) as well as expression associated with measures of insulin sensitivity. We investigated associations of 3,799,401 genetic variants in expression of >7,000 genes from three cohorts (n = 104). We identified 287 genes with cis-acting eQTLs (false discovery rate [FDR] <5%; P < 1.96 × 10(-5)) and 49 expression-insulin sensitivity phenotype associations (i.e., fasting insulin, homeostasis model assessment-insulin resistance, and BMI) (FDR <5%; P = 1.34 × 10(-4)). One of these associations, fasting insulin/phosphofructokinase (PFKM), overlaps with an eQTL. Furthermore, the expression of PFKM, a rate-limiting enzyme in glycolysis, was nominally associated with glucose uptake in skeletal muscle (P = 0.026; n = 42) and overexpressed (Bonferroni-corrected P = 0.03) in skeletal muscle of patients with T2D (n = 102) compared with normoglycemic controls (n = 87). The PFKM eQTL (rs4547172; P = 7.69 × 10(-6)) was nominally associated with glucose uptake, glucose oxidation rate, intramuscular triglyceride content, and metabolic flexibility (P = 0.016-0.048; n = 178). We explored eQTL results using published data from genome-wide association studies (DIAGRAM and MAGIC), and a proxy for the PFKM eQTL (rs11168327; r(2) = 0.75) was nominally associated with T2D (DIAGRAM P = 2.7 × 10(-3)). Taken together, our analysis highlights PFKM as a potential regulator of skeletal muscle insulin sensitivity.


Asunto(s)
Resistencia a la Insulina , Músculo Esquelético/enzimología , Fosfofructoquinasa-1 Tipo Muscular/genética , Adulto , Anciano , Anciano de 80 o más Años , Aminopeptidasas/genética , Proteínas de Transporte de Catión/genética , Diabetes Mellitus Tipo 2/genética , Femenino , Variación Genética , Estudio de Asociación del Genoma Completo , Humanos , Masculino , Persona de Mediana Edad , Polimorfismo de Nucleótido Simple , Sitios de Carácter Cuantitativo , Transportador 8 de Zinc
3.
Am J Hum Genet ; 93(5): 876-90, 2013 Nov 07.
Artículo en Inglés | MEDLINE | ID: mdl-24183450

RESUMEN

Epigenetic modifications such as DNA methylation play a key role in gene regulation and disease susceptibility. However, little is known about the genome-wide frequency, localization, and function of methylation variation and how it is regulated by genetic and environmental factors. We utilized the Multiple Tissue Human Expression Resource (MuTHER) and generated Illumina 450K adipose methylome data from 648 twins. We found that individual CpGs had low variance and that variability was suppressed in promoters. We noted that DNA methylation variation was highly heritable (h(2)median = 0.34) and that shared environmental effects correlated with metabolic phenotype-associated CpGs. Analysis of methylation quantitative-trait loci (metQTL) revealed that 28% of CpGs were associated with nearby SNPs, and when overlapping them with adipose expression quantitative-trait loci (eQTL) from the same individuals, we found that 6% of the loci played a role in regulating both gene expression and DNA methylation. These associations were bidirectional, but there were pronounced negative associations for promoter CpGs. Integration of metQTL with adipose reference epigenomes and disease associations revealed significant enrichment of metQTL overlapping metabolic-trait or disease loci in enhancers (the strongest effects were for high-density lipoprotein cholesterol and body mass index [BMI]). We followed up with the BMI SNP rs713586, a cg01884057 metQTL that overlaps an enhancer upstream of ADCY3, and used bisulphite sequencing to refine this region. Our results showed widespread population invariability yet sequence dependence on adipose DNA methylation but that incorporating maps of regulatory elements aid in linking CpG variation to gene regulation and disease risk in a tissue-dependent manner.


Asunto(s)
Tejido Adiposo , Metilación de ADN , Polimorfismo de Nucleótido Simple , Secuencias Reguladoras de Ácidos Nucleicos , Índice de Masa Corporal , Mapeo Cromosómico , Epigenómica , Femenino , Perfilación de la Expresión Génica , Regulación de la Expresión Génica , Genoma Humano , Humanos , Hibridación Genética , Análisis de Secuencia por Matrices de Oligonucleótidos , Fenotipo , Sitios de Carácter Cuantitativo , Análisis de Secuencia de ADN , Sulfitos/metabolismo , Gemelos/genética
4.
PLoS Genet ; 8(5): e1002704, 2012.
Artículo en Inglés | MEDLINE | ID: mdl-22589741

RESUMEN

Small RNAs are functional molecules that modulate mRNA transcripts and have been implicated in the aetiology of several common diseases. However, little is known about the extent of their variability within the human population. Here, we characterise the extent, causes, and effects of naturally occurring variation in expression and sequence of small RNAs from adipose tissue in relation to genotype, gene expression, and metabolic traits in the MuTHER reference cohort. We profiled the expression of 15 to 30 base pair RNA molecules in subcutaneous adipose tissue from 131 individuals using high-throughput sequencing, and quantified levels of 591 microRNAs and small nucleolar RNAs. We identified three genetic variants and three RNA editing events. Highly expressed small RNAs are more conserved within mammals than average, as are those with highly variable expression. We identified 14 genetic loci significantly associated with nearby small RNA expression levels, seven of which also regulate an mRNA transcript level in the same region. In addition, these loci are enriched for variants significant in genome-wide association studies for body mass index. Contrary to expectation, we found no evidence for negative correlation between expression level of a microRNA and its target mRNAs. Trunk fat mass, body mass index, and fasting insulin were associated with more than twenty small RNA expression levels each, while fasting glucose had no significant associations. This study highlights the similar genetic complexity and shared genetic control of small RNA and mRNA transcripts, and gives a quantitative picture of small RNA expression variation in the human population.


Asunto(s)
Variación Genética , MicroARNs , ARN Mensajero/genética , ARN Nucleolar Pequeño , ARN Pequeño no Traducido/genética , Grasa Subcutánea , Animales , Glucemia , Distribución de la Grasa Corporal , Índice de Masa Corporal , Ayuno , Femenino , Regulación de la Expresión Génica , Estudio de Asociación del Genoma Completo , Genotipo , Secuenciación de Nucleótidos de Alto Rendimiento , Humanos , Insulina/sangre , MicroARNs/genética , MicroARNs/metabolismo , Persona de Mediana Edad , Polimorfismo de Nucleótido Simple , ARN Mensajero/metabolismo , ARN Nucleolar Pequeño/genética , ARN Nucleolar Pequeño/metabolismo , ARN Pequeño no Traducido/metabolismo , Grasa Subcutánea/metabolismo
5.
PLoS Genet ; 8(4): e1002629, 2012.
Artículo en Inglés | MEDLINE | ID: mdl-22532803

RESUMEN

Age-related changes in DNA methylation have been implicated in cellular senescence and longevity, yet the causes and functional consequences of these variants remain unclear. To elucidate the role of age-related epigenetic changes in healthy ageing and potential longevity, we tested for association between whole-blood DNA methylation patterns in 172 female twins aged 32 to 80 with age and age-related phenotypes. Twin-based DNA methylation levels at 26,690 CpG-sites showed evidence for mean genome-wide heritability of 18%, which was supported by the identification of 1,537 CpG-sites with methylation QTLs in cis at FDR 5%. We performed genome-wide analyses to discover differentially methylated regions (DMRs) for sixteen age-related phenotypes (ap-DMRs) and chronological age (a-DMRs). Epigenome-wide association scans (EWAS) identified age-related phenotype DMRs (ap-DMRs) associated with LDL (STAT5A), lung function (WT1), and maternal longevity (ARL4A, TBX20). In contrast, EWAS for chronological age identified hundreds of predominantly hyper-methylated age DMRs (490 a-DMRs at FDR 5%), of which only one (TBX20) was also associated with an age-related phenotype. Therefore, the majority of age-related changes in DNA methylation are not associated with phenotypic measures of healthy ageing in later life. We replicated a large proportion of a-DMRs in a sample of 44 younger adult MZ twins aged 20 to 61, suggesting that a-DMRs may initiate at an earlier age. We next explored potential genetic and environmental mechanisms underlying a-DMRs and ap-DMRs. Genome-wide overlap across cis-meQTLs, genotype-phenotype associations, and EWAS ap-DMRs identified CpG-sites that had cis-meQTLs with evidence for genotype-phenotype association, where the CpG-site was also an ap-DMR for the same phenotype. Monozygotic twin methylation difference analyses identified one potential environmentally-mediated ap-DMR associated with total cholesterol and LDL (CSMD1). Our results suggest that in a small set of genes DNA methylation may be a candidate mechanism of mediating not only environmental, but also genetic effects on age-related phenotypes.


Asunto(s)
Envejecimiento/genética , Metilación de ADN , Epigénesis Genética , Longevidad/genética , Sitios de Carácter Cuantitativo , Adulto , Anciano , Anciano de 80 o más Años , Senescencia Celular/genética , Islas de CpG/genética , Metilación de ADN/genética , Epigénesis Genética/genética , Femenino , Interacción Gen-Ambiente , Estudios de Asociación Genética , Genoma Humano , Estudio de Asociación del Genoma Completo , Humanos , Persona de Mediana Edad , Sitios de Carácter Cuantitativo/genética , Gemelos Monocigóticos/genética
6.
PLoS Genet ; 7(6): e1002139, 2011 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-21738486

RESUMEN

Turning genetic discoveries identified in genome-wide association (GWA) studies into biological mechanisms is an important challenge in human genetics. Many GWA signals map outside exons, suggesting that the associated variants may lie within regulatory regions. We applied the formaldehyde-assisted isolation of regulatory elements (FAIRE) method in a megakaryocytic and an erythroblastoid cell line to map active regulatory elements at known loci associated with hematological quantitative traits, coronary artery disease, and myocardial infarction. We showed that the two cell types exhibit distinct patterns of open chromatin and that cell-specific open chromatin can guide the finding of functional variants. We identified an open chromatin region at chromosome 7q22.3 in megakaryocytes but not erythroblasts, which harbors the common non-coding sequence variant rs342293 known to be associated with platelet volume and function. Resequencing of this open chromatin region in 643 individuals provided strong evidence that rs342293 is the only putative causative variant in this region. We demonstrated that the C- and G-alleles differentially bind the transcription factor EVI1 affecting PIK3CG gene expression in platelets and macrophages. A protein-protein interaction network including up- and down-regulated genes in Pik3cg knockout mice indicated that PIK3CG is associated with gene pathways with an established role in platelet membrane biogenesis and thrombus formation. Thus, rs342293 is the functional common variant at this locus; to the best of our knowledge this is the first such variant to be elucidated among the known platelet quantitative trait loci (QTLs). Our data suggested a molecular mechanism by which a non-coding GWA index SNP modulates platelet phenotype.


Asunto(s)
Cromatina/genética , Estudio de Asociación del Genoma Completo , Animales , Plaquetas/metabolismo , Cromosomas Humanos Par 7/genética , Fosfatidilinositol 3-Quinasa Clase Ib/genética , Proteínas de Unión al ADN/metabolismo , Eritroblastos/metabolismo , Femenino , Perfilación de la Expresión Génica , Humanos , Proteína del Locus del Complejo MDS1 y EV11 , Macrófagos/metabolismo , Megacariocitos/metabolismo , Ratones , Ratones Endogámicos C57BL , Ratones Noqueados , Modelos Genéticos , Fenotipo , Proto-Oncogenes , Sitios de Carácter Cuantitativo , Transducción de Señal/genética , Factores de Transcripción/metabolismo
7.
PLoS Genet ; 7(2): e1002003, 2011 Feb 03.
Artículo en Inglés | MEDLINE | ID: mdl-21304890

RESUMEN

While there have been studies exploring regulatory variation in one or more tissues, the complexity of tissue-specificity in multiple primary tissues is not yet well understood. We explore in depth the role of cis-regulatory variation in three human tissues: lymphoblastoid cell lines (LCL), skin, and fat. The samples (156 LCL, 160 skin, 166 fat) were derived simultaneously from a subset of well-phenotyped healthy female twins of the MuTHER resource. We discover an abundance of cis-eQTLs in each tissue similar to previous estimates (858 or 4.7% of genes). In addition, we apply factor analysis (FA) to remove effects of latent variables, thus more than doubling the number of our discoveries (1,822 eQTL genes). The unique study design (Matched Co-Twin Analysis--MCTA) permits immediate replication of eQTLs using co-twins (93%-98%) and validation of the considerable gain in eQTL discovery after FA correction. We highlight the challenges of comparing eQTLs between tissues. After verifying previous significance threshold-based estimates of tissue-specificity, we show their limitations given their dependency on statistical power. We propose that continuous estimates of the proportion of tissue-shared signals and direct comparison of the magnitude of effect on the fold change in expression are essential properties that jointly provide a biologically realistic view of tissue-specificity. Under this framework we demonstrate that 30% of eQTLs are shared among the three tissues studied, while another 29% appear exclusively tissue-specific. However, even among the shared eQTLs, a substantial proportion (10%-20%) have significant differences in the magnitude of fold change between genotypic classes across tissues. Our results underline the need to account for the complexity of eQTL tissue-specificity in an effort to assess consequences of such variants for complex traits.


Asunto(s)
Tejido Adiposo/metabolismo , Genes Reguladores/genética , Sitios de Carácter Cuantitativo/genética , Piel/metabolismo , Línea Celular , Células Cultivadas , Interpretación Estadística de Datos , Femenino , Perfilación de la Expresión Génica , Genotipo , Humanos , Especificidad de Órganos/genética , Fenotipo , Gemelos
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