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1.
Nat Commun ; 13(1): 5296, 2022 09 08.
Artículo en Inglés | MEDLINE | ID: mdl-36075914

RESUMEN

Autologous T cells transduced to express a high affinity T-cell receptor specific to NY-ESO-1 (letetresgene autoleucel, lete-cel) show promise in the treatment of metastatic synovial sarcoma, with 50% overall response rate. The efficacy of lete-cel treatment in 45 synovial sarcoma patients (NCT01343043) has been previously reported, however, biomarkers predictive of response and resistance remain to be better defined. This post-hoc analysis identifies associations of response to lete-cel with lymphodepleting chemotherapy regimen (LDR), product attributes, cell expansion, cytokines, and tumor gene expression. Responders have higher IL-15 levels pre-infusion (p = 0.011) and receive a higher number of transduced effector memory (CD45RA- CCR7-) CD8 + cells per kg (p = 0.039). Post-infusion, responders have increased IFNγ, IL-6, and peak cell expansion (p < 0.01, p < 0.01, and p = 0.016, respectively). Analysis of tumor samples post-treatment illustrates lete-cel infiltration and a decrease in expression of macrophage genes, suggesting remodeling of the tumor microenvironment. Here we report potential predictive and pharmacodynamic markers of lete-cel response that may inform LDR, cell dose, and strategies to enhance anticancer efficacy.


Asunto(s)
Sarcoma Sinovial , Antígenos de Neoplasias/metabolismo , Biomarcadores/metabolismo , Linfocitos T CD8-positivos/metabolismo , Humanos , Proteínas de la Membrana/genética , Proteínas de la Membrana/metabolismo , Receptores de Antígenos de Linfocitos T/genética , Receptores de Antígenos de Linfocitos T/metabolismo , Sarcoma Sinovial/genética , Sarcoma Sinovial/patología , Sarcoma Sinovial/terapia , Microambiente Tumoral
2.
Epigenetics ; 15(4): 398-418, 2020 04.
Artículo en Inglés | MEDLINE | ID: mdl-31842685

RESUMEN

Despite recent evidence that 5-hydroxymethylcytosine (5hmC) possesses roles in gene regulation distinct from 5-methylcytosine (5mC), relatively little is known regarding the functions of 5hmC in mammalian tissues. To address this issue, we utilized an approach combining both paired bisulfite (BS) and oxidative bisulfite (oxBS) DNA treatment, to resolve genome-wide patterns of 5hmC and 5mC in normal breast tissue from disease-free women. Although less abundant than 5mC, 5hmC was differentially distributed, and consistently enriched among breast-specific enhancers and transcriptionally active chromatin. In contrast, regulatory regions associated with transcriptional inactivity, such as heterochromatin and repressed Polycomb regions, were relatively depleted of 5hmC. Gene regions containing abundant 5hmC were significantly associated with lactate oxidation, immune cell function, and prolactin signaling pathways. Furthermore, genes containing abundant 5hmC were enriched among those actively transcribed in normal breast tissue. Finally, in independent data sets, normal breast tissue 5hmC was significantly enriched among CpG loci demonstrated to have altered methylation in pre-invasive breast cancer and invasive breast tumors. Primarily, our findings identify genomic loci containing abundant 5hmC in breast tissues and provide a genome-wide map of nucleotide-level 5hmC in normal breast tissue. Additionally, these data suggest 5hmC may participate in gene regulatory programs that are dysregulated during breast-related carcinogenesis.


Asunto(s)
Metilación de ADN , Epigenoma , Glándulas Mamarias Humanas/metabolismo , 5-Metilcitosina/análogos & derivados , 5-Metilcitosina/metabolismo , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Islas de CpG , Epigénesis Genética , Femenino , Sitios Genéticos , Humanos , Persona de Mediana Edad , Transcriptoma
3.
Breast Cancer Res ; 19(1): 81, 2017 Jul 10.
Artículo en Inglés | MEDLINE | ID: mdl-28693600

RESUMEN

BACKGROUND: The underlying biological mechanisms through which epidemiologically defined breast cancer risk factors contribute to disease risk remain poorly understood. Identification of the molecular changes associated with cancer risk factors in normal tissues may aid in determining the earliest events of carcinogenesis and informing cancer prevention strategies. METHODS: Here we investigated the impact cancer risk factors have on the normal breast epigenome by analyzing DNA methylation genome-wide (Infinium 450 K array) in cancer-free women from the Susan G. Komen Tissue Bank (n = 100). We tested the relation of established breast cancer risk factors, age, body mass index, parity, and family history of disease, with DNA methylation adjusting for potential variation in cell-type proportions. RESULTS: We identified 787 cytosine-guanine dinucleotide (CpG) sites that demonstrated significant associations (Q value <0.01) with subject age. Notably, DNA methylation was not strongly associated with the other evaluated breast cancer risk factors. Age-related DNA methylation changes are primarily increases in methylation enriched at breast epithelial cell enhancer regions (P = 7.1E-20), and binding sites of chromatin remodelers (MYC and CTCF). We validated the age-related associations in two independent populations, using normal breast tissue samples (n = 18) and samples of normal tissue adjacent to tumor tissue (n = 97). The genomic regions classified as age-related were more likely to be regions altered in both pre-invasive (n = 40, P = 3.0E-03) and invasive breast tumors (n = 731, P = 1.1E-13). CONCLUSIONS: DNA methylation changes with age occur at regulatory regions, and are further exacerbated in cancer, suggesting that age influences breast cancer risk in part through its contribution to epigenetic dysregulation in normal breast tissue.


Asunto(s)
Neoplasias de la Mama/genética , Metilación de ADN , Glándulas Mamarias Humanas/metabolismo , Secuencias Reguladoras de Ácidos Nucleicos , Adolescente , Adulto , Factores de Edad , Anciano , Anciano de 80 o más Años , Biopsia , Neoplasias de la Mama/patología , Islas de CpG , Epigénesis Genética , Femenino , Regulación Neoplásica de la Expresión Génica , Genómica/métodos , Humanos , Persona de Mediana Edad , Invasividad Neoplásica , Reproducibilidad de los Resultados , Factores de Riesgo , Adulto Joven
4.
Nat Commun ; 7: 13177, 2016 11 25.
Artículo en Inglés | MEDLINE | ID: mdl-27886174

RESUMEN

Glioblastomas exhibit widespread molecular alterations including a highly distorted epigenome. Here, we resolve genome-wide 5-methylcytosine and 5-hydroxymethylcytosine in glioblastoma through parallel processing of DNA with bisulfite and oxidative bisulfite treatments. We apply a statistical algorithm to estimate 5-methylcytosine, 5-hydroxymethylcytosine and unmethylated proportions from methylation array data. We show that 5-hydroxymethylcytosine is depleted in glioblastoma compared with prefrontal cortex tissue. In addition, the genomic localization of 5-hydroxymethylcytosine in glioblastoma is associated with features of dynamic cell-identity regulation such as tissue-specific transcription and super-enhancers. Annotation of 5-hydroxymethylcytosine genomic distribution reveal significant associations with RNA regulatory processes, immune function, stem cell maintenance and binding sites of transcription factors that drive cellular proliferation. In addition, model-based clustering results indicate that patients with low-5-hydroxymethylcytosine patterns have significantly poorer overall survival. Our results demonstrate that 5-hydroxymethylcytosine patterns are strongly related with transcription, localizes to disease-critical genes and are associated with patient prognosis.


Asunto(s)
Neoplasias Encefálicas/diagnóstico , ADN de Neoplasias/genética , Elementos de Facilitación Genéticos , Regulación Neoplásica de la Expresión Génica , Glioblastoma/diagnóstico , Factores de Transcripción/genética , 5-Metilcitosina/análogos & derivados , 5-Metilcitosina/metabolismo , Adulto , Anciano , Anciano de 80 o más Años , Neoplasias Encefálicas/genética , Neoplasias Encefálicas/mortalidad , Neoplasias Encefálicas/patología , Metilación de ADN , ADN de Neoplasias/metabolismo , Femenino , Redes Reguladoras de Genes , Glioblastoma/genética , Glioblastoma/mortalidad , Glioblastoma/patología , Humanos , Isocitrato Deshidrogenasa/genética , Isocitrato Deshidrogenasa/metabolismo , Masculino , Persona de Mediana Edad , Corteza Prefrontal/metabolismo , Corteza Prefrontal/patología , Análisis de Supervivencia , Factores de Transcripción/metabolismo
5.
BMC Bioinformatics ; 17: 259, 2016 Jun 29.
Artículo en Inglés | MEDLINE | ID: mdl-27358049

RESUMEN

BACKGROUND: Recent interest in reference-free deconvolution of DNA methylation data has led to several supervised methods, but these methods do not easily permit the interpretation of underlying cell types. RESULTS: We propose a simple method for reference-free deconvolution that provides both proportions of putative cell types defined by their underlying methylomes, the number of these constituent cell types, as well as a method for evaluating the extent to which the underlying methylomes reflect specific types of cells. We demonstrate these methods in an analysis of 23 Infinium data sets from 13 distinct data collection efforts; these empirical evaluations show that our algorithm can reasonably estimate the number of constituent types, return cell proportion estimates that demonstrate anticipated associations with underlying phenotypic data; and methylomes that reflect the underlying biology of constituent cell types. CONCLUSIONS: Our methodology permits an explicit quantitation of the mediation of phenotypic associations with DNA methylation by cell composition effects. Although more work is needed to investigate functional information related to estimated methylomes, our proposed method provides a novel and useful foundation for conducting DNA methylation studies on heterogeneous tissues lacking reference data.


Asunto(s)
Algoritmos , Metilación de ADN , Neoplasias/genética , Epigenómica , Humanos , Neoplasias/patología
6.
Epigenetics ; 11(8): 603-13, 2016 08 02.
Artículo en Inglés | MEDLINE | ID: mdl-27366929

RESUMEN

The placenta regulates the in utero environment and functionally impacts fetal development. Candidate gene studies identified variation in placental DNA methylation is associated with newborn neurologic and behavioral outcomes including movement quality, lethargic behavior, attention, and arousal. We sought to identify novel regions of variable DNA methylation associated with newborn attention, lethargy, quality of movement, and arousal by performing an epigenome-wide association study in 335 infants from a US birth cohort. Methylation status was quantified using the Illumina HumanMethylation450 BeadChip array and associations to newborn outcomes assessed by the NICU Network Neurobehavioral Scales (NNNS) were identified while incorporating established bioinformatics algorithms to control for confounding by cell type composition. Methylation of CpGs within FHIT (cg15970800) and ANKRD11 (cg16710656) demonstrated genome-wide significance (P < 1.8 × 10(-7)) in specific associations with infant attention. CpGs whose differential methylation was associated with all 4 neurobehavioral outcomes were common to 50 genes involved in biological processes relating to cellular adhesion and nervous system development. Comprehensive methylation profiling identified relationships between methylation of FHIT and ANKRD11, which have been previously linked to neurodevelopment and behavioral outcomes in genetic association studies. Subtle changes in DNA methylation of these genes within the placenta may impact normal variation of a newborn's ability to alter and track visual and auditory stimuli. Gene ontology analysis suggested that those genes with variable methylation related to these outcomes are over-represented in biological pathways involved in brain development and placental physiology, supportive of our hypothesis for a key role of the placenta in neurobehavioral outcomes.


Asunto(s)
Desarrollo Infantil , Metilación de ADN , Epigénesis Genética , Placenta/metabolismo , Ácido Anhídrido Hidrolasas/genética , Adolescente , Adulto , Atención , Islas de CpG , Femenino , Humanos , Recién Nacido , Masculino , Movimiento , Proteínas de Neoplasias/genética , Trastornos del Neurodesarrollo/genética , Embarazo , Proteínas Represoras/genética
7.
Epigenetics ; 10(12): 1166-76, 2015.
Artículo en Inglés | MEDLINE | ID: mdl-26646725

RESUMEN

Folate deficiency during early embryonic development constitutes a risk factor for neural tube defects and potentially for childhood leukemia via unknown mechanisms. We tested whether folate consumption during the 12 months prior to conception induced DNA methylation modifications at birth in healthy neonates with a genome-wide and agnostic approach. We hypothesized that DNA methylation in genes involved in neural tube development and/or cancer susceptibility would be affected by folate exposure. We retrospectively assessed folate exposure at the time of conception by food-frequency questionnaires administered to the mothers of 343 healthy newborns. We measured genome-wide DNA methylation from neonatal blood spots. We implemented a method based on bootstrap resampling to decrease false-positive findings. Folate was inversely associated with DNA methylation throughout the genome. Among the top folate-associated genes that were replicated in an independent Gambian study were TFAP2A, a gene critical for neural crest development, STX11, a gene implicated in acute myeloid leukemia, and CYS1, a candidate gene for cystic kidney disease. Reduced periconceptional folate intake was associated with increased methylation and, in turn, decreased gene expression at these 3 loci. The top folate-sensitive genes defined by their associated CpG sites were enriched for numerous transcription factors by Gene Set Enrichment Analysis, including those implicated in cancer development (e.g., MYC-associated zinc finger protein). The influence of estimated periconceptional folate intake on neonatal DNA methylation levels provides potential mechanistic insights into the role of this vitamin in the development of neural tube defects and childhood cancers.


Asunto(s)
Metilación de ADN , Deficiencia de Ácido Fólico/genética , Ácido Fólico/farmacología , Regulación del Desarrollo de la Expresión Génica , Genes Relacionados con las Neoplasias , Cresta Neural/embriología , Suplementos Dietéticos , Epigenómica , Femenino , Fertilización , Humanos , Recién Nacido , Proteínas de la Membrana/genética , Cresta Neural/metabolismo , Defectos del Tubo Neural/genética , Embarazo , Efectos Tardíos de la Exposición Prenatal , Proteínas Qa-SNARE/genética , Estudios Retrospectivos , Factores de Tiempo , Factor de Transcripción AP-2/genética
8.
Cancer Epidemiol Biomarkers Prev ; 24(12): 1811-9, 2015 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-26396143

RESUMEN

Understanding the precise role of the immune system in cancer has been hindered by the complexity of the immune response and challenges in measuring immune cell types in health and disease in the context of large epidemiologic studies. In this review, we present the rationale to study immunity in cancer and highlight newly available tools to further elucidate the epidemiologic factors driving individual variation in the immune response in cancer. Here, we summarize key studies that have evaluated the role of immunologic status on risk of cancer, discuss tools that have been used in epidemiologic studies to measure immune status, as well as new evolving methodologies where application to epidemiology is becoming more feasible. We also encourage further development of novel emerging technologies that will continue to enable prospective assessment of the dynamic and complex role played by the immune system in cancer susceptibility. Finally, we summarize characteristics and environmental factors that affect the immune response, as these will need to be considered in epidemiologic settings. Overall, we consider the application of a systems biologic approach and highlight new opportunities to understand the immune response in cancer risk.


Asunto(s)
Neoplasias/inmunología , Humanos , Sistema Inmunológico/inmunología , Neoplasias/epidemiología
9.
Reprod Toxicol ; 57: 43-9, 2015 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-25982381

RESUMEN

Adequate micronutrient intake, including manganese (Mn), is important for fetal development. Both Mn deficiencies and excess exposures are associated with later-life disease, and Mn accumulates in the placenta. Placental functional alterations may alter fetal programming and lifelong health, and we hypothesized that prenatal exposures to Mn may alter placental function through epigenetic mechanisms. Using Illumina's HumanMethylation450 BeadArray, DNA methylation of >485,000 CpG loci genome-wide was interrogated in 61 placental samples and Mn associations assessed genome-wide via omnibus test (p=0.045). 713 loci were associated with Mn exposure (p<0.0001). Five significantly differentially-methylated (p<1.3×10(-7)) loci reside in neurodevelopmental, fetal growth and cancer-related genes. cg22284422, within the uncharacterized LOC284276 gene, was associated with birth weight; for every 10% increase in methylation, lower birth weights were observed, with an average decrease of 293.44g. Our observations suggest a link between prenatal micronutrient levels, placental epigenetic status and birth weight, although these preliminary results require validation.


Asunto(s)
Peso al Nacer , Metilación de ADN , Manganeso/análisis , Exposición Materna , Uñas/química , Placenta , Adulto , Islas de CpG , Epigénesis Genética , Femenino , Humanos , Recién Nacido , Masculino , Intercambio Materno-Fetal , Embarazo , Adulto Joven
10.
Nucleic Acids Res ; 43(5): 2590-602, 2015 Mar 11.
Artículo en Inglés | MEDLINE | ID: mdl-25690899

RESUMEN

We investigated DNA methylomes of pediatric B-cell acute lymphoblastic leukemias (B-ALLs) using whole-genome bisulfite sequencing and high-definition microarrays, along with RNA expression profiles. Epigenetic alteration of B-ALLs occurred in two tracks: de novo methylation of small functional compartments and demethylation of large inter-compartmental backbones. The deviations were exaggerated in lamina-associated domains, with differences corresponding to methylation clusters and/or cytogenetic groups. Our data also suggested a pivotal role of polycomb and CTBP2 in de novo methylation, which may be traced back to bivalency status of embryonic stem cells. Driven by these potent epigenetic modulations, suppression of polycomb target genes was observed along with disruption of developmental fate and cell cycle and mismatch repair pathways and altered activities of key upstream regulators.


Asunto(s)
Linfocitos B/metabolismo , Metilación de ADN , Células Madre Embrionarias/metabolismo , Epigenómica/métodos , Perfilación de la Expresión Génica/métodos , Leucemia-Linfoma Linfoblástico de Células Precursoras/genética , Oxidorreductasas de Alcohol/genética , Linfocitos B/patología , Niño , Proteínas Co-Represoras , Islas de CpG/genética , Histonas/metabolismo , Humanos , Lisina/metabolismo , Metilación , Proteínas de Neoplasias , Proteínas del Tejido Nervioso/genética , Análisis de Secuencia por Matrices de Oligonucleótidos , Complejo Represivo Polycomb 2/genética , Células Precursoras de Linfocitos B/metabolismo , Células Precursoras de Linfocitos B/patología , Transducción de Señal/genética , Factores de Transcripción
11.
Environ Health Perspect ; 123(6): 590-6, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-25636148

RESUMEN

BACKGROUND: Arsenic is an immunotoxicant. Clinical reports observe the reactivation of varicella zoster virus (VZV) in people who have recovered from arsenic poisoning and in patients with acute promyelocytic leukemia that have been treated with arsenic trioxide. OBJECTIVE: We evaluated the association between arsenic and the seroprevalence of VZV IgG antibody in a representative sample of the U.S. METHODS: We analyzed data from 3,348 participants of the National Health and Nutrition Examination Survey (NHANES) 2003-2004 and 2009-2010 pooled survey cycles. Participants were eligible if they were 6-49 years of age with information on both VZV IgG and urinary arsenic concentrations. We used two measures of total urinary arsenic (TUA): TUA1 was defined as the sum of arsenite, arsenate, monomethylarsonic acid, and dimethylarsinic acid, and TUA2 was defined as total urinary arsenic minus arsenobetaine and arsenocholine. RESULTS: The overall weighted seronegative prevalence of VZV was 2.2% for the pooled NHANES sample. The geometric means of TUA1 and TUA2 were 6.57 µg/L and 5.64 µg/L, respectively. After adjusting for age, sex, race, income, creatinine, and survey cycle, odds ratios for a negative VZV IgG result in association with 1-unit increases in natural log-transformed (ln)-TUA1 and ln-TUA2 were 1.87 (95% CI: 1.03, 3.44) and 1.40 (95% CI: 1.0, 1.97), respectively. CONCLUSIONS: In this cross-sectional analysis, urinary arsenic was inversely associated with VZV IgG seroprevalence in the U.S. POPULATION: This finding is in accordance with clinical observations of zoster virus reactivation from high doses of arsenic. Additional studies are needed to confirm the association and evaluate causal mechanisms.


Asunto(s)
Arsenicales/orina , Varicela/epidemiología , Exposición a Riesgos Ambientales , Contaminantes Ambientales/orina , Herpesvirus Humano 3/aislamiento & purificación , Adolescente , Adulto , Anticuerpos Antivirales/sangre , Varicela/virología , Niño , Estudios Transversales , Monitoreo del Ambiente , Femenino , Humanos , Inmunoglobulina G/sangre , Masculino , Persona de Mediana Edad , Encuestas Nutricionales , Prevalencia , Estudios Seroepidemiológicos , Estados Unidos/epidemiología , Adulto Joven
12.
Int J Epidemiol ; 44(4): 1277-87, 2015 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-25541553

RESUMEN

BACKGROUND: Adiposity is a risk factor for type 2 diabetes and cardiovascular disease, suggesting an important role for adipose tissue in the development of these conditions. The epigenetic underpinnings of adiposity are not well understood, and studies of DNA methylation in relation to adiposity have rarely focused on target adipose tissue. Objectives were to evaluate whether genome-wide DNA methylation profiles in subcutaneous adipose tissue and peripheral blood leukocytes are associated with measures of adiposity, including central fat mass, body fat distribution and body mass index. METHODS: Participants were 106 men and women (mean age 47 years) from the New England Family Study. DNA methylation was evaluated using the Infinium HumanMethylation450K BeadChip. Adiposity phenotypes included dual-energy X-ray absorptiometry-assessed android fat mass, android:gynoid fat ratio and trunk:limb fat ratio, as well as body mass index. RESULTS: Adipose tissue genome-wide DNA methylation profiles were associated with all four adiposity phenotypes, after adjusting for race, sex and current smoking (omnibus p-values <0.001). After further adjustment for adipose cell-mixture effects, associations with android fat mass, android:gynoid fat ratio, and trunk:limb fat ratio remained. In gene-specific analyses, adiposity phenotypes were associated with adipose tissue DNA methylation in several genes that are biologically relevant to the development of adiposity, such as AOC3, LIPE, SOD3, AQP7 and CETP. Blood DNA methylation profiles were not associated with adiposity, before or after adjustment for blood leukocyte cell mixture effects. CONCLUSION: Findings show that DNA methylation patterns in adipose tissue are associated with adiposity.


Asunto(s)
Tejido Adiposo/metabolismo , Adiposidad/genética , Metilación de ADN , Absorciometría de Fotón , Adulto , Índice de Masa Corporal , Femenino , Estudio de Asociación del Genoma Completo , Humanos , Masculino , Persona de Mediana Edad , New England , Factores de Riesgo
13.
Chronobiol Int ; 32(1): 103-12, 2015 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-25187986

RESUMEN

The negative health effects of shift work, including carcinogenesis, may be mediated by changes in DNA methylation, particularly in the circadian genes. Using the Infinium HumanMethylation450 Bead Array (Illumina, San Diego, CA), we compared genome-wide methylation between 65 actively working dayshift workers and 59 actively working nightshift workers in the healthcare industry. A total of 473 800 loci, including 391 loci across the 12 core circadian genes, were analyzed to identify methylation markers associated with shift work status using linear regression models adjusted for gender, age, body mass index, race, smoking status and leukocyte cell profile as measured by flow cytometry. Analyses at the level of gene, CpG island and gene region were also conducted. To account for multiple comparisons, we controlled the false discovery rate (FDR ≤0.05). Significant differences between nightshift and dayshift workers were found at 16 135 of 473 800 loci, across 3769 of 20 164 genes, across 7173 of 22 721 CpG islands and across 5508 of 51 843 gene regions. For each significant loci, gene, CpG island or gene region, average methylation was consistently found to be decreased among nightshift workers compared to dayshift workers. Twenty-one loci located in the circadian genes were also found to be significantly hypomethylated among nightshift workers. The largest differences were observed for three loci located in the gene body of PER3. A total of nine significant loci were found in the CSNK1E gene, most of which were located in a CpG island and near the transcription start site of the gene. Methylation changes in these circadian genes may lead to altered expression of these genes which has been associated with cancer in previous studies. Gene ontology enrichment analysis revealed that among the significantly hypomethylated genes, processes related to host defense and immunity were represented. Our results indicate that the health effects of shift work may be mediated by hypomethylation of a wide variety of genes, including those related to circadian rhythms. While these findings need to be followed-up among a considerably expanded group of shift workers, the data generated by this study supports the need for future targeted research into the potential impacts of shift work on specific carcinogenic mechanisms.


Asunto(s)
Péptidos y Proteínas de Señalización del Ritmo Circadiano/genética , Ritmo Circadiano/genética , Metilación de ADN , Admisión y Programación de Personal , Trastornos del Sueño del Ritmo Circadiano/genética , Carga de Trabajo , Adulto , Islas de CpG , Femenino , Perfilación de la Expresión Génica/métodos , Sitios Genéticos , Genoma Humano , Estudio de Asociación del Genoma Completo , Sector de Atención de Salud , Humanos , Masculino , Análisis de Secuencia por Matrices de Oligonucleótidos , Trastornos del Sueño del Ritmo Circadiano/diagnóstico , Factores de Tiempo , Adulto Joven
14.
Transl Cancer Res ; 3(3): 217-232, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-25346887

RESUMEN

BACKGROUND: Longitudinally collected gene expression data provides an opportunity to investigate the dynamic behavior of gene expression and is crucial for establishing causal links between changes on a molecular level and disease development and progression. In terms of the analysis of such data, clustering of subjects based on time-course expression data may improve our understanding of temporal expression patterns that result in disease phenotypes. Although there are numerous existing methods for clustering subjects using gene expression data, most are not suitable when expression measurements are repeatedly collected over a time-course. METHODS: We present a modified version of the recursively partitioned mixture model (RPMM) for clustering subjects based on longitudinally collected gene expression data. In the proposed time-course RPMM (TC-RPMM), subjects are clustered on the basis of their temporal profiles of gene expression using a mixture of mixed effects models framework. This framework captures changes in gene expression over time and models the autocorrelation between repeated gene expression measurements for the same subject. We assessed the performance of TC-RPMM using extensive simulation studies and a dataset from a multi-center research study of inflammation and response to injury (www.gluegrant.org), which consisted of time-course gene expression data for 140 subjects. RESULTS: Our simulation studies encompassed several different scenarios and were aimed at assessing the ability of TC-RPMM to correctly recover true class memberships when the expression trajectories that characterized those classes differed. Overall, our simulation studies revealed favorable performance of TC-RPMM compared to competing approaches, however clustering performance was observed to be highly dependent on the proportion of class discriminating genes used in clustering analysis. When applied to real epidemiologic data with repeated-measures, longitudinal gene expression measurements, TC-RPMM identified clusters that had strong biological and clinical significance. CONCLUSIONS: Methods for clustering subjects based on temporal gene expression profiles is a high priority for molecular biology and bioinformatics research. Along these lines, the proposed TC-RPMM represents a promising new approach for analyzing time-course gene expression data.

15.
Epigenetics ; 9(6): 873-83, 2014 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-24670968

RESUMEN

Glioblastoma multiforme (GBM) is the most aggressive of all brain tumors, with a median survival of less than 1.5 years. Recently, epigenetic alterations were found to play key roles in both glioma genesis and clinical outcome, demonstrating the need to integrate genetic and epigenetic data in predictive models. To enhance current models through discovery of novel predictive biomarkers, we employed a genome-wide, agnostic strategy to specifically capture both methylation-directed changes in gene expression and alternative associations of DNA methylation with disease survival in glioma. Human GBM-associated DNA methylation, gene expression, IDH1 mutation status, and survival data were obtained from The Cancer Genome Atlas. DNA methylation loci and expression probes were paired by gene, and their subsequent association with survival was determined by applying an accelerated failure time model to previously published alternative and expression-based association equations. Significant associations were seen in 27 unique methylation/expression pairs with expression-based, alternative, and combinatorial associations observed (10, 13, and 4 pairs, respectively). The majority of the predictive DNA methylation loci were located within CpG islands, and all but three of the locus pairs were negatively correlated with survival. This finding suggests that for most loci, methylation/expression pairs are inversely related, consistent with methylation-associated gene regulatory action. Our results indicate that changes in DNA methylation are associated with altered survival outcome through both coordinated changes in gene expression and alternative mechanisms. Furthermore, our approach offers an alternative method of biomarker discovery using a priori gene pairing and precise targeting to identify novel sites for locus-specific therapeutic intervention.


Asunto(s)
Biomarcadores de Tumor/metabolismo , Neoplasias Encefálicas/metabolismo , Metilación de ADN , Glioblastoma/metabolismo , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Neoplasias Encefálicas/mortalidad , Neoplasias Encefálicas/patología , Niño , Islas de CpG , Epigénesis Genética , Femenino , Expresión Génica , Glioblastoma/mortalidad , Glioblastoma/patología , Humanos , Isocitrato Deshidrogenasa/genética , Isocitrato Deshidrogenasa/metabolismo , Masculino , Persona de Mediana Edad , Mutación , Estadificación de Neoplasias , Tasa de Supervivencia , Adulto Joven
16.
Epigenetics ; 9(6): 884-95, 2014 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-24671036

RESUMEN

Epigenome-wide studies of DNA methylation using blood-derived DNA from cancer patients are complicated by the heterogeneity of cell types within blood and the associated cell lineage specification of DNA methylation signatures. Here, we applied a novel set of analytic approaches to assess the association between cancer case-status and DNA methylation adjusted for leukocyte variation using blood specimens from three case-control cancer studies (bladder: 223 cases, 205 controls; head and neck: 92 cases, 92 controls; and ovarian: 131 cases, 274 controls). Using previously published data on leukocyte-specific CpG loci and a recently described approach to deconvolute subject-specific blood composition, we performed an epigenome-wide analysis to examine the association between blood-based DNA methylation patterns and each of the three aforementioned solid tumor types adjusted for cellular heterogeneity in blood. After adjusting for leukocyte profile in our epigenome-wide analysis, the omnibus association between case-status and methylation was significant for all three studies (bladder cancer: P = 0.047; HNSCC: P = 0.013; ovarian cancer: P = 0.0002). Subsequent analyses revealed that CpG sites associated with cancer were enriched for transcription factor binding motifs involved with cancer-associated pathways. These results support the existence of cancer-associated DNA methylation profiles in the blood of solid tumor patients that are independent of alterations in normal leukocyte distributions. Adoption of the methods developed here will make it feasible to rigorously assess the influence of variability of normal leukocyte profiles when investigating cancer related changes in blood-based epigenome-wide association studies.


Asunto(s)
Epigénesis Genética , Neoplasias de Cabeza y Cuello/sangre , Leucocitos/metabolismo , Neoplasias Ováricas/sangre , Neoplasias de la Vejiga Urinaria/sangre , Adulto , Anciano , Anciano de 80 o más Años , Estudios de Casos y Controles , Islas de CpG , Metilación de ADN , Femenino , Estudio de Asociación del Genoma Completo , Neoplasias de Cabeza y Cuello/genética , Humanos , Leucocitos/patología , Masculino , Persona de Mediana Edad , Neoplasias Ováricas/genética , Secuencias Reguladoras de Ácidos Nucleicos , Neoplasias de la Vejiga Urinaria/genética
17.
Int J Cancer ; 135(5): 1101-9, 2014 Sep 01.
Artículo en Inglés | MEDLINE | ID: mdl-24496747

RESUMEN

While the cytogenetic and genetic characteristics of childhood acute lymphoblastic leukemias (ALL) are well studied, less clearly understood are the contributing epigenetic mechanisms that influence the leukemia phenotype. Our previous studies and others identified gene mutation (RAS) and DNA methylation (FHIT) to be associated with the most common cytogenetic subgroup of childhood ALL, high hyperdiploidy (having five more chromosomes). We screened DNA methylation profiles, using a genome-wide high-dimension platform of 166 childhood ALLs and 6 normal pre-B cell samples and observed a strong association of DNA methylation status at the PTPRG locus in human samples with levels of PTPRG gene expression as well as with RAS gene mutation status. In the 293 cell line, we found that PTPRG expression induces dephosphorylation of ERK, a downstream RAS target that may be critical for mutant RAS-induced cell growth. In addition, PTPRG expression is upregulated by RAS activation under DNA hypomethylating conditions. An element within the PTPRG promoter is bound by the RAS-responsive transcription factor RREB1, also under hypomethylating conditions. In conclusion, we provide evidence that DNA methylation of the PTPRG gene is a complementary event in oncogenesis induced by RAS mutations. Evidence for additional roles for PTPR family member genes is also suggested. This provides a potential therapeutic target for RAS-related leukemias as well as insight into childhood ALL etiology and pathophysiology.


Asunto(s)
Metilación de ADN/genética , Regulación Leucémica de la Expresión Génica , Leucemia-Linfoma Linfoblástico de Células Precursoras/genética , Proteínas Tirosina Fosfatasas Clase 5 Similares a Receptores/genética , Activación Transcripcional/genética , Proteínas ras/genética , Transformación Celular Neoplásica/genética , Niño , Preescolar , Proteínas de Unión al ADN/genética , Activación Enzimática , Epigénesis Genética , Quinasas MAP Reguladas por Señal Extracelular/metabolismo , Células HEK293 , Humanos , Mutación , Fosforilación/genética , Regiones Promotoras Genéticas , Proteínas Tirosina Fosfatasas Clase 5 Similares a Receptores/antagonistas & inhibidores , Proteínas Tirosina Fosfatasas Clase 5 Similares a Receptores/biosíntesis , Factores de Transcripción/genética , Proteínas ras/metabolismo
18.
PLoS One ; 9(1): e86787, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-24466240

RESUMEN

Epigenetic changes, including aberrant DNA methylation, result in altered gene expression and play an important role in carcinogenesis. Phytochemicals such as sulforaphane (SFN) and 3,3'-diindolylmethane (DIM) are promising chemopreventive agents for the treatment of prostate cancer. Both have been shown to induce re-expression of genes, including tumor suppressor genes silenced in cancer cells, via modulation of epigenetic marks including DNA methylation. However, it remained unclear the effects SFN and DIM on DNA methylation at a genomic scale. The goal of this study was to determine the genome-wide effects of SFN and DIM on promoter methylation in normal prostate epithelial cells and prostate cancer cells. Both SFN and DIM treatment decreased DNA methyltransferase expression in normal prostate epithelial cells (PrEC), and androgen-dependent (LnCAP) and androgen-independent (PC3) prostate cancer cells. The effects of SFN and DIM on promoter methylation profiles in normal PrEC, LnCAP and PC3 prostate cancer cells were determined using methyl-DNA immunoprecipitation followed by genome-wide DNA methylation array. We showed widespread changes in promoter methylation patterns, including both increased and decreased methylation, in all three prostate cell lines in response to SFN or DIM treatments. In particular, SFN and DIM altered promoter methylation in distinct sets of genes in PrEC, LnCAP, and PC3 cells, but shared similar gene targets within a single cell line. We further showed that SFN and DIM reversed many of the cancer-associated methylation alterations, including aberrantly methylated genes that are dysregulated or are highly involved in cancer progression. Overall, our data suggested that both SFN and DIM are epigenetic modulators that have broad and complex effects on DNA methylation profiles in both normal and cancerous prostate epithelial cells. Results from our study may provide new insights into the epigenetic mechanisms by which SFN and DIM exert their cancer chemopreventive effects.


Asunto(s)
Anticarcinógenos/farmacología , Metilación de ADN/efectos de los fármacos , Células Epiteliales/metabolismo , Indoles/farmacología , Isotiocianatos/farmacología , Próstata/citología , Neoplasias de la Próstata/metabolismo , Análisis de Varianza , Células Cultivadas , Inmunoprecipitación de Cromatina , Metilación de ADN/genética , Cartilla de ADN/genética , Humanos , Masculino , Regiones Promotoras Genéticas/genética , Reacción en Cadena en Tiempo Real de la Polimerasa , Sulfóxidos
19.
Environ Health Perspect ; 121(8): 971-7, 2013 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-23757598

RESUMEN

BACKGROUND: There is increasing epidemiologic evidence that arsenic exposure in utero, even at low levels found throughout much of the world, is associated with adverse reproductive outcomes and may contribute to long-term health effects. Animal models, in vitro studies, and human cancer data suggest that arsenic may induce epigenetic alterations, specifically by altering patterns of DNA methylation. OBJECTIVES: In this study we aimed to identify differences in DNA methylation in cord blood samples of infants with in utero, low-level arsenic exposure. METHODS: DNA methylation of cord-blood derived DNA from 134 infants involved in a prospective birth cohort in New Hampshire was profiled using the Illumina Infinium Methylation450K array. In utero arsenic exposure was estimated using maternal urine samples collected at 24-28 weeks gestation. We used a novel cell mixture deconvolution methodology for examining the association between inferred white blood cell mixtures in infant cord blood and in utero arsenic exposure; we also examined the association between methylation at individual CpG loci and arsenic exposure levels. RESULTS: We found an association between urinary inorganic arsenic concentration and the estimated proportion of CD8+ T lymphocytes (1.18; 95% CI: 0.12, 2.23). Among the top 100 CpG loci with the lowest p-values based on their association with urinary arsenic levels, there was a statistically significant enrichment of these loci in CpG islands (p = 0.009). Of those in CpG islands (n = 44), most (75%) exhibited higher methylation levels in the highest exposed group compared with the lowest exposed group. Also, several CpG loci exhibited a linear dose-dependent relationship between methylation and arsenic exposure. CONCLUSIONS: Our findings suggest that in utero exposure to low levels of arsenic may affect the epigenome. Long-term follow-up is planned to determine whether the observed changes are associated with health outcomes.


Asunto(s)
Arsénico/orina , Exposición Materna , Efectos Tardíos de la Exposición Prenatal/epidemiología , Contaminantes Químicos del Agua/orina , Adulto , Biomarcadores/orina , Cromatografía Líquida de Alta Presión , Estudios de Cohortes , Islas de CpG/efectos de los fármacos , Metilación de ADN/efectos de los fármacos , Femenino , Sangre Fetal/química , Humanos , Espectrometría de Masas , New Hampshire/epidemiología , Embarazo , Efectos Tardíos de la Exposición Prenatal/genética , Estudios Prospectivos , Adulto Joven
20.
Epigenetics ; 7(12): 1391-402, 2012 Dec 01.
Artículo en Inglés | MEDLINE | ID: mdl-23108258

RESUMEN

Immune factors are thought to influence glioma risk and outcomes, but immune profiling studies to further our understanding of the immune response are limited by current immunodiagnostic methods. We developed a new assay to capture glioma immune biology based on quantitative methylation specific PCR (qMSP) of two T-cell genes (CD3Z: T-cells, and FOXP3: Tregs). Flow cytometry of T-cells correlated well with the CD3Z demethylation assay (r = 0.93; p < 2.2 × 10 (-16) ), demonstrating the validity of the assay. Furthermore, there was a high correlation between qMSP and immunohistochemistry (IHC) in quantifying tumor infiltrating T-cells (r = 0.85; p = 3.4 × 10 (-11) ). Applying our qMSP methods to archival whole blood from 65 glioblastoma multiforme (GBM) cases and 94 non-diseased controls, GBM cases had highly statistically significantly lower T-cells (p = 1.7 × 10 (-9) ) as well as Tregs (p = 5.2 × 10 (-11) ) and a modestly lower ratio of Tregs/T-cells (p = 0.024). Applying the methods to 120 excised glioma tumors, we observed that tumor infiltrating CD3+ T-cells were positively correlated with glioma tumor grade (p = 5.7 × 10 (-7) ), and that Tregs were enriched in tumors compared with peripheral blood indicating active chemoattraction of suppressive Tregs into the tumor compartment. Poorer patient survival was correlated with higher levels of tumor infiltrating T-cells (p = 0.01) and Tregs (p = 0.04). DNA methylation based immunodiagnostics represent a new generation of powerful laboratory tools offering many advantages over conventional methods that will facilitate large clinical epidemiologic studies and capitalize on stored archival blood and tissue banks.


Asunto(s)
Biomarcadores de Tumor/genética , Neoplasias Encefálicas/genética , Complejo CD3/genética , Metilación de ADN , Epigénesis Genética , Factores de Transcripción Forkhead/genética , Glioblastoma/genética , Glioblastoma/patología , Glioma/genética , Adulto , Anciano , Anciano de 80 o más Años , Biomarcadores de Tumor/análisis , Neoplasias Encefálicas/mortalidad , Neoplasias Encefálicas/patología , Neoplasias Encefálicas/cirugía , Estudios de Casos y Controles , Femenino , Citometría de Flujo , Glioblastoma/inmunología , Glioblastoma/mortalidad , Glioblastoma/cirugía , Glioma/patología , Humanos , Linfocitos Infiltrantes de Tumor/patología , Masculino , Persona de Mediana Edad , Reacción en Cadena de la Polimerasa/métodos , Regiones Promotoras Genéticas , Linfocitos T Reguladores , Adulto Joven
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