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1.
Neurobiol Dis ; 188: 106337, 2023 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-37918758

RESUMEN

Dementia with Lewy bodies and Parkinson's disease dementia are common neurodegenerative diseases that share similar neuropathological profiles and spectra of clinical symptoms but are primarily differentiated by the order in which symptoms manifest. The question of whether a distinct molecular pathological profile could distinguish these disorders is yet to be answered. However, in recent years, studies have begun to investigate genomic, epigenomic, transcriptomic and proteomic differences that may differentiate these disorders, providing novel insights in to disease etiology. In this review, we present an overview of the clinical and pathological hallmarks of Lewy body dementias before summarizing relevant research into genetic, epigenetic, transcriptional and protein signatures in these diseases, with a particular interest in those resolving "omic" level changes. We conclude by suggesting future research directions to address current gaps and questions present within the field.


Asunto(s)
Demencia , Enfermedad por Cuerpos de Lewy , Enfermedad de Parkinson , Humanos , Enfermedad por Cuerpos de Lewy/genética , Enfermedad por Cuerpos de Lewy/patología , Demencia/patología , Enfermedad de Parkinson/patología , Proteómica , Cuerpos de Lewy/patología
2.
Acta Neuropathol ; 146(1): 77-95, 2023 07.
Artículo en Inglés | MEDLINE | ID: mdl-37149835

RESUMEN

Frontotemporal lobar degeneration (FTLD) is an umbrella term describing the neuropathology of a clinically, genetically and pathologically heterogeneous group of diseases, including frontotemporal dementia (FTD) and progressive supranuclear palsy (PSP). Among the major FTLD pathological subgroups, FTLD with TDP-43 positive inclusions (FTLD-TDP) and FTLD with tau-positive inclusions (FTLD-tau) are the most common, representing about 90% of the cases. Although alterations in DNA methylation have been consistently associated with neurodegenerative diseases, including Alzheimer's disease and Parkinson's disease, little is known for FTLD and its heterogeneous subgroups and subtypes. The main goal of this study was to investigate DNA methylation variation in FTLD-TDP and FTLD-tau. We used frontal cortex genome-wide DNA methylation profiles from three FTLD cohorts (142 FTLD cases and 92 controls), generated using the Illumina 450K or EPIC microarrays. We performed epigenome-wide association studies (EWAS) for each cohort followed by meta-analysis to identify shared differentially methylated loci across FTLD subgroups/subtypes. In addition, we used weighted gene correlation network analysis to identify co-methylation signatures associated with FTLD and other disease-related traits. Wherever possible, we also incorporated relevant gene/protein expression data. After accounting for a conservative Bonferroni multiple testing correction, the EWAS meta-analysis revealed two differentially methylated loci in FTLD, one annotated to OTUD4 (5'UTR-shore) and the other to NFATC1 (gene body-island). Of these loci, OTUD4 showed consistent upregulation of mRNA and protein expression in FTLD. In addition, in the three independent co-methylation networks, OTUD4-containing modules were enriched for EWAS meta-analysis top loci and were strongly associated with the FTLD status. These co-methylation modules were enriched for genes implicated in the ubiquitin system, RNA/stress granule formation and glutamatergic synaptic signalling. Altogether, our findings identified novel FTLD-associated loci, and support a role for DNA methylation as a mechanism involved in the dysregulation of biological processes relevant to FTLD, highlighting novel potential avenues for therapeutic development.


Asunto(s)
Demencia Frontotemporal , Degeneración Lobar Frontotemporal , Enfermedad de Pick , Humanos , Demencia Frontotemporal/patología , Degeneración Lobar Frontotemporal/patología , Encéfalo/patología , Enfermedad de Pick/patología , ADN , Proteínas tau/metabolismo , Proteasas Ubiquitina-Específicas/metabolismo
3.
Int J Mol Sci ; 24(3)2023 Jan 31.
Artículo en Inglés | MEDLINE | ID: mdl-36769009

RESUMEN

Parkinson's disease (PD) is a common movement disorder, estimated to affect 4% of individuals by the age of 80. Mutations in the glucocerebrosidase 1 (GBA1) gene represent the most common genetic risk factor for PD, with at least 7-10% of non-Ashkenazi PD individuals carrying a GBA1 mutation (PD-GBA1). Although similar to idiopathic PD, the clinical presentation of PD-GBA1 includes a slightly younger age of onset, a higher incidence of neuropsychiatric symptoms, and a tendency to earlier, more prevalent and more significant cognitive impairment. The pathophysiological mechanisms underlying PD-GBA1 are incompletely understood, but, as in idiopathic PD, α-synuclein accumulation is thought to play a key role. It has been hypothesized that this overexpression of α-synuclein is caused by epigenetic modifications. In this paper, we analyze DNA methylation levels at 17 CpG sites located within intron 1 and the promoter of the α-synuclein (SNCA) gene in three different brain regions (frontal cortex, putamen and substantia nigra) in idiopathic PD, PD-GBA1 and elderly non-PD controls. In all three brain regions we find a tendency towards a decrease in DNA methylation within an eight CpG region of intron 1 in both idiopathic PD and PD-GBA1. The trend towards a reduction in DNA methylation was more pronounced in PD-GBA1, with a significant decrease in the frontal cortex. This suggests that PD-GBA1 and idiopathic PD have distinct epigenetic profiles, and highlights the importance of separating idiopathic PD and PD-GBA1 cases. This work also provides initial evidence that different genetic subtypes might exist within PD, each characterized by its own pathological mechanism. This may have important implications for how PD is diagnosed and treated.


Asunto(s)
Glucosilceramidasa , Enfermedad de Parkinson , Humanos , Anciano , Glucosilceramidasa/metabolismo , alfa-Sinucleína/metabolismo , Enfermedad de Parkinson/genética , Enfermedad de Parkinson/tratamiento farmacológico , Metilación de ADN , Intrones/genética , Mutación , Lóbulo Frontal/metabolismo
4.
Alzheimers Dement ; 18(4): 688-699, 2022 04.
Artículo en Inglés | MEDLINE | ID: mdl-34482628

RESUMEN

Not all apolipoprotein E (APOE) ε4 carriers who survive to advanced age develop Alzheimer's disease (AD); factors attenuating the risk of ε4 on AD may exist. Guided by the top ε4-attenuating signals from methylome-wide association analyses (N = 572, ε4+ and ε4-) of neurofibrillary tangles and neuritic plaques, we conducted a meta-analysis for pathological AD within the ε4+ subgroups (N = 235) across four independent collections of brains. Cortical RNA-seq and microglial morphology measurements were used in functional analyses. Three out of the four significant CpG dinucleotides were captured by one principal component (PC1), which interacts with ε4 on AD, and is associated with expression of innate immune genes and activated microglia. In ε4 carriers, reduction in each unit of PC1 attenuated the odds of AD by 58% (odds ratio = 2.39, 95% confidence interval = [1.64,3.46], P = 7.08 × 10-6 ). An epigenomic factor associated with a reduced proportion of activated microglia (epigenomic factor of activated microglia, EFAM) appears to attenuate the risk of ε4 on AD.


Asunto(s)
Enfermedad de Alzheimer , Apolipoproteína E4 , Alelos , Enfermedad de Alzheimer/patología , Apolipoproteína E4/genética , Apolipoproteínas E/genética , Epigenómica , Genotipo , Humanos , Microglía/patología , Ovillos Neurofibrilares/patología
5.
Brain ; 143(12): 3763-3775, 2020 12 01.
Artículo en Inglés | MEDLINE | ID: mdl-33300551

RESUMEN

Human DNA methylation data have been used to develop biomarkers of ageing, referred to as 'epigenetic clocks', which have been widely used to identify differences between chronological age and biological age in health and disease including neurodegeneration, dementia and other brain phenotypes. Existing DNA methylation clocks have been shown to be highly accurate in blood but are less precise when used in older samples or in tissue types not included in training the model, including brain. We aimed to develop a novel epigenetic clock that performs optimally in human cortex tissue and has the potential to identify phenotypes associated with biological ageing in the brain. We generated an extensive dataset of human cortex DNA methylation data spanning the life course (n = 1397, ages = 1 to 108 years). This dataset was split into 'training' and 'testing' samples (training: n = 1047; testing: n = 350). DNA methylation age estimators were derived using a transformed version of chronological age on DNA methylation at specific sites using elastic net regression, a supervised machine learning method. The cortical clock was subsequently validated in a novel independent human cortex dataset (n = 1221, ages = 41 to 104 years) and tested for specificity in a large whole blood dataset (n = 1175, ages = 28 to 98 years). We identified a set of 347 DNA methylation sites that, in combination, optimally predict age in the human cortex. The sum of DNA methylation levels at these sites weighted by their regression coefficients provide the cortical DNA methylation clock age estimate. The novel clock dramatically outperformed previously reported clocks in additional cortical datasets. Our findings suggest that previous associations between predicted DNA methylation age and neurodegenerative phenotypes might represent false positives resulting from clocks not robustly calibrated to the tissue being tested and for phenotypes that become manifest in older ages. The age distribution and tissue type of samples included in training datasets need to be considered when building and applying epigenetic clock algorithms to human epidemiological or disease cohorts.


Asunto(s)
Envejecimiento/genética , Relojes Biológicos/fisiología , Corteza Cerebral/crecimiento & desarrollo , Epigénesis Genética/fisiología , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Algoritmos , Recuento de Células , Corteza Cerebral/citología , Niño , Preescolar , ADN/genética , Metilación de ADN , Bases de Datos Factuales , Femenino , Humanos , Lactante , Aprendizaje Automático , Masculino , Persona de Mediana Edad , Neuronas/fisiología , Fenotipo , Reproducibilidad de los Resultados , Caracteres Sexuales , Adulto Joven
6.
Acta Neuropathol ; 140(6): 863-879, 2020 12.
Artículo en Inglés | MEDLINE | ID: mdl-32918118

RESUMEN

Prion diseases are fatal and transmissible neurodegenerative disorders caused by the misfolding and aggregation of prion protein. Although recent studies have implicated epigenetic variation in common neurodegenerative disorders, no study has yet explored their role in human prion diseases. Here we profiled genome-wide blood DNA methylation in the most common human prion disease, sporadic Creutzfeldt-Jakob disease (sCJD). Our case-control study (n = 219), when accounting for differences in cell type composition between individuals, identified 38 probes at genome-wide significance (p < 1.24 × 10-7). Nine of these sites were taken forward in a replication study, performed in an independent case-control (n = 186) cohort using pyrosequencing. Sites in or close to FKBP5, AIM2 (2 probes), UHRF1, KCNAB2 successfully replicated. The blood-based DNA methylation signal was tissue- and disease-specific, in that the replicated probe signals were unchanged in case-control studies using sCJD frontal-cortex (n = 84), blood samples from patients with Alzheimer's disease, and from inherited and acquired prion diseases. Machine learning algorithms using blood DNA methylation array profiles accurately distinguished sCJD patients and controls. Finally, we identified sites whose methylation levels associated with prolonged survival in sCJD patients. Altogether, this study has identified a peripheral DNA methylation signature of sCJD with a variety of potential biomarker applications.


Asunto(s)
Encéfalo/patología , Síndrome de Creutzfeldt-Jakob/genética , Síndrome de Creutzfeldt-Jakob/metabolismo , Metilación de ADN/fisiología , Adulto , Anciano , Anciano de 80 o más Años , Enfermedad de Alzheimer/genética , Encéfalo/metabolismo , Estudios de Casos y Controles , Síndrome de Creutzfeldt-Jakob/patología , Femenino , Predisposición Genética a la Enfermedad/genética , Humanos , Masculino , Persona de Mediana Edad , Enfermedades por Prión/metabolismo , Canales de Potasio de la Superfamilia Shaker/genética , Canales de Potasio de la Superfamilia Shaker/metabolismo
7.
Alzheimers Dement ; 16(Suppl 2)2020 12.
Artículo en Inglés | MEDLINE | ID: mdl-34393677

RESUMEN

Not all APOE ε4 carriers who survive to advanced age develop Alzheimer's disease (AD); factors attenuating the risk of ε4 on AD may exist. Guided by the top ε4-attenuating signals from methylome-wide association analyses (N=572, ε4+ and ε4-) of neurofibrillary tangles and neuritic plaques, we conducted a meta-analysis for pathological AD within the ε4+ subgroups (N=235) across four independent collections of brains. Cortical RNA-seq and microglial morphology measurements were used in functional analyses. Three out of the four significant CpG dinucleotides were captured by one principle component (PC1), which interacts with ε4 on AD, and is associated with expression of innate immune genes and activated microglia. In ε4 carriers, reduction in each unit of PC1 attenuated the odds of AD by 58% (OR=2.39, 95%CI=[1.64,3.46], P=7.08x10-6). An epigenomic factor associated with a reduced proportion of activated microglia (microglial epigenomic factor 1) appears to attenuate the risk of ε4 on AD.


Asunto(s)
Enfermedad de Alzheimer , Apolipoproteína E4/genética , Epigenómica , Heterocigoto , Microglía/metabolismo , Anciano , Alelos , Enfermedad de Alzheimer/genética , Enfermedad de Alzheimer/patología , Encéfalo/patología , Femenino , Predisposición Genética a la Enfermedad , Humanos , Masculino
8.
Alzheimers Dement ; 16(9): 1213-1223, 2020 09.
Artículo en Inglés | MEDLINE | ID: mdl-32755048

RESUMEN

INTRODUCTION: Abnormal gene expression patterns may contribute to the onset and progression of late-onset Alzheimer's disease (LOAD). METHODS: We performed transcriptome-wide meta-analysis (N = 1440) of blood-based microarray gene expression profiles as well as neuroimaging and cerebrospinal fluid (CSF) endophenotype analysis. RESULTS: We identified and replicated five genes (CREB5, CD46, TMBIM6, IRAK3, and RPAIN) as significantly dysregulated in LOAD. The most significantly altered gene, CREB5, was also associated with brain atrophy and increased amyloid beta (Aß) accumulation, especially in the entorhinal cortex region. cis-expression quantitative trait loci mapping analysis of CREB5 detected five significant associations (P < 5 × 10-8 ), where rs56388170 (most significant) was also significantly associated with global cortical Aß deposition measured by [18 F]Florbetapir positron emission tomography and CSF Aß1-42 . DISCUSSION: RNA from peripheral blood indicated a differential gene expression pattern in LOAD. Genes identified have been implicated in biological processes relevant to Alzheimer's disease. CREB, in particular, plays a key role in nervous system development, cell survival, plasticity, and learning and memory.


Asunto(s)
Enfermedad de Alzheimer/genética , Enfermedad de Alzheimer/patología , Proteína de Unión al Elemento de Respuesta al AMP Cíclico/genética , Perfilación de la Expresión Génica , Anciano , Enfermedad de Alzheimer/sangre , Péptidos beta-Amiloides/líquido cefalorraquídeo , Péptidos beta-Amiloides/metabolismo , Compuestos de Anilina , Atrofia/patología , Encéfalo/patología , Corteza Entorrinal/patología , Glicoles de Etileno , Femenino , Técnicas de Genotipaje , Humanos , Masculino , Tomografía de Emisión de Positrones
9.
Alzheimers Dement ; 14(12): 1580-1588, 2018 12.
Artículo en Inglés | MEDLINE | ID: mdl-29550519

RESUMEN

INTRODUCTION: Alzheimer's disease is a neurodegenerative disorder that is hypothesized to involve epigenetic dysregulation of gene expression in the brain. METHODS: We performed an epigenome-wide association study to identify differential DNA methylation associated with neuropathology in prefrontal cortex and superior temporal gyrus samples from 147 individuals, replicating our findings in two independent data sets (N = 117 and 740). RESULTS: We identify elevated DNA methylation associated with neuropathology across a 48-kb region spanning 208 CpG sites within the HOXA gene cluster. A meta-analysis of the top-ranked probe within the HOXA3 gene (cg22962123) highlighted significant hypermethylation across all three cohorts (P = 3.11 × 10-18). DISCUSSION: We present robust evidence for elevated DNA methylation associated with Alzheimer's disease neuropathology spanning the HOXA gene cluster on chromosome 7. These data add to the growing evidence highlighting a role for epigenetic variation in Alzheimer's disease, implicating the HOX gene family as a target for future investigation.


Asunto(s)
Enfermedad de Alzheimer/genética , Enfermedad de Alzheimer/patología , Metilación de ADN , Proteínas de Homeodominio/genética , Corteza Prefrontal/patología , Lóbulo Temporal/patología , Islas de CpG , Epigénesis Genética , Predisposición Genética a la Enfermedad , Estudio de Asociación del Genoma Completo , Familia de Multigenes
10.
J Neurochem ; 143(2): 158-170, 2017 10.
Artículo en Inglés | MEDLINE | ID: mdl-28805248

RESUMEN

Recent studies have suggested a role for epigenetic mechanisms in the complex etiology of various neurodegenerative diseases. In this review, we discuss advances that have been made toward understanding the role of epigenetic processes in neurodegenerative disorders, with a particular focus on Alzheimer's disease, where the most extensive studies have been undertaken to date. We provide a brief overview of DNA modifications, followed by a summarization of studies of DNA modifications in Alzheimer's disease and other neurodegenerative diseases.


Asunto(s)
Enfermedad de Alzheimer/genética , Enfermedad de Alzheimer/metabolismo , Metilación de ADN/fisiología , Epigénesis Genética/fisiología , Animales , Perfilación de la Expresión Génica , Humanos , Enfermedades Neurodegenerativas/genética , Enfermedades Neurodegenerativas/metabolismo
11.
Adv Exp Med Biol ; 978: 303-319, 2017.
Artículo en Inglés | MEDLINE | ID: mdl-28523553

RESUMEN

Alzheimer's disease (AD) is a complex neurodegenerative disease, affecting millions of people worldwide. While a number of studies have focused on identifying genetic variants that contribute to the development and progression of late-onset AD, the majority of these only have a relatively small effect size. There are also a number of other risk factors, for example, age, gender, and other comorbidities; however, how these influence disease risk is not known. Therefore, in recent years, research has begun to investigate epigenetic mechanisms for a potential role in disease etiology. In this chapter, we discuss the current state of play for research into DNA modifications in AD, the most well studied being 5-methylcytosine (5-mC). We describe the earlier studies of candidate genes and global measures of DNA modifications in human AD samples, in addition to studies in mouse models of AD. We focus on recent epigenome-wide association studies (EWAS) in human AD, using microarray technology, examining a number of key study design issues pertinent to such studies. Finally, we discuss how new technological advances could further progress the research field.


Asunto(s)
Enfermedad de Alzheimer/genética , Epigénesis Genética/genética , 5-Metilcitosina/análogos & derivados , 5-Metilcitosina/metabolismo , Envejecimiento/genética , Enfermedad de Alzheimer/metabolismo , Enfermedad de Alzheimer/patología , Animales , Causalidad , Metilación de ADN/genética , ADN-Citosina Metilasas/fisiología , Modelos Animales de Enfermedad , Predicción , Regulación de la Expresión Génica/genética , Estudio de Asociación del Genoma Completo , Humanos , Ratones , Ratones Transgénicos , Proteínas del Tejido Nervioso/genética , Proteínas del Tejido Nervioso/fisiología , Análisis de Matrices Tisulares
12.
Hum Mol Genet ; 21(16): 3719-26, 2012 Aug 15.
Artículo en Inglés | MEDLINE | ID: mdl-22595970

RESUMEN

Proteins are central to almost all cellular processes, and dysregulation of expression and function is associated with a range of disorders. A number of studies in human have recently shown that genetic factors significantly contribute gene expression variation. In contrast, very little is known about the genetic basis of variation in protein abundance in man. Here, we assayed the abundance levels of proteins in plasma from 96 elderly Europeans using a new aptamer-based proteomic technology and performed genome-wide local (cis-) regulatory association analysis to identify protein quantitative trait loci (pQTL). We detected robust cis-associations for 60 proteins at a false discovery rate of 5%. The most highly significant single nucleotide polymorphism detected was rs7021589 (false discovery rate, 2.5 × 10(-12)), mapped within the gene coding sequence of Tenascin C (TNC). Importantly, we identified evidence of cis-regulatory variation for 20 previously disease-associated genes encoding protein, including variants with strong evidence of disease association show significant association with protein abundance levels. These results demonstrate that common genetic variants contribute to the differences in protein abundance levels in human plasma. Identification of pQTLs will significantly enhance our ability to discover and comprehend the biological and functional consequences of loci identified from genome-wide association study of complex traits. This is the first large-scale genetic association study of proteins in plasma measured using a novel, highly multiplexed slow off-rate modified aptamer (SOMAmer) proteomic platform.


Asunto(s)
Proteínas Sanguíneas/genética , Polimorfismo de Nucleótido Simple , Secuencias Reguladoras de Ácidos Nucleicos , Anciano , Anciano de 80 o más Años , Aptámeros de Nucleótidos , Femenino , Predisposición Genética a la Enfermedad , Estudio de Asociación del Genoma Completo , Humanos , Masculino , Persona de Mediana Edad , Proteómica/métodos , Sitios de Carácter Cuantitativo
13.
Alzheimers Dement ; 10(6): 799-807.e2, 2014 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-25012867

RESUMEN

BACKGROUND: The study aimed to validate previously discovered plasma biomarkers associated with AD, using a design based on imaging measures as surrogate for disease severity and assess their prognostic value in predicting conversion to dementia. METHODS: Three multicenter cohorts of cognitively healthy elderly, mild cognitive impairment (MCI), and AD participants with standardized clinical assessments and structural neuroimaging measures were used. Twenty-six candidate proteins were quantified in 1148 subjects using multiplex (xMAP) assays. RESULTS: Sixteen proteins correlated with disease severity and cognitive decline. Strongest associations were in the MCI group with a panel of 10 proteins predicting progression to AD (accuracy 87%, sensitivity 85%, and specificity 88%). CONCLUSIONS: We have identified 10 plasma proteins strongly associated with disease severity and disease progression. Such markers may be useful for patient selection for clinical trials and assessment of patients with predisease subjective memory complaints.


Asunto(s)
Proteínas Sanguíneas/metabolismo , Demencia/sangre , Demencia/diagnóstico , Síntomas Prodrómicos , Anciano , Anciano de 80 o más Años , Apolipoproteínas E/genética , Disfunción Cognitiva/sangre , Disfunción Cognitiva/diagnóstico , Estudios de Cohortes , Progresión de la Enfermedad , Femenino , Humanos , Inmunoensayo , Imagen por Resonancia Magnética , Masculino , Escala del Estado Mental , Valor Predictivo de las Pruebas , Curva ROC , Estadística como Asunto
14.
Epigenomics ; 16(4): 203-214, 2024 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-38312023

RESUMEN

Aim: To correlate mitochondrial D-loop region methylation levels and mtDNA copy number with disease duration in familial amyotrophic lateral sclerosis (ALS) patients. Patients & methods: The study population included 12 ALS patients with a mutation in SOD1 and 13 ALS patients with the C9orf72 hexanucleotide repeat expansion. Methylation levels of the D-loop region and mtDNA copy number were quantified using pyrosequencing and quantitative PCR, respectively. Results: We observed that D-loop methylation levels inversely correlated while mtDNA copy number positively correlated with disease duration. Conclusion: Considering the central role played by mitochondria in ALS, this preliminary study provides new knowledge for future studies aimed at identifying biomarkers of disease progression and new targets for therapeutic interventions.


Amyotrophic lateral sclerosis is a devastating neurodegenerative disease which leads to the patient's death a few years after the onset of the first symptoms. There are currently no treatments to cure the disease, and the only drugs available are able to prolong patients' lives by only a few months. Patients may have much variability in the presentation of symptoms, including different duration of disease. This study aims to research whether mitochondrial DNA methylation, a mechanism involved in the biology of the mitochondrion, is associated with the duration of the disease. We observed that methylation of mitochondrial DNA inversely correlates with the disease duration, providing new knowledge for future studies aimed at identifying biomarkers of disease progression.


Asunto(s)
Esclerosis Amiotrófica Lateral , Humanos , Esclerosis Amiotrófica Lateral/genética , Mutación , Metilación de ADN , ADN Mitocondrial/genética , Mitocondrias/genética
15.
BMC Genomics ; 14: 293, 2013 May 01.
Artículo en Inglés | MEDLINE | ID: mdl-23631413

RESUMEN

BACKGROUND: As the most stable and experimentally accessible epigenetic mark, DNA methylation is of great interest to the research community. The landscape of DNA methylation across tissues, through development and in disease pathogenesis is not yet well characterized. Thus there is a need for rapid and cost effective methods for assessing genome-wide levels of DNA methylation. The Illumina Infinium HumanMethylation450 (450K) BeadChip is a very useful addition to the available methods for DNA methylation analysis but its complex design, incorporating two different assay methods, requires careful consideration. Accordingly, several normalization schemes have been published. We have taken advantage of known DNA methylation patterns associated with genomic imprinting and X-chromosome inactivation (XCI), in addition to the performance of SNP genotyping assays present on the array, to derive three independent metrics which we use to test alternative schemes of correction and normalization. These metrics also have potential utility as quality scores for datasets. RESULTS: The standard index of DNA methylation at any specific CpG site is ß = M/(M + U + 100) where M and U are methylated and unmethylated signal intensities, respectively. Betas (ßs) calculated from raw signal intensities (the default GenomeStudio behavior) perform well, but using 11 methylomic datasets we demonstrate that quantile normalization methods produce marked improvement, even in highly consistent data, by all three metrics. The commonly used procedure of normalizing betas is inferior to the separate normalization of M and U, and it is also advantageous to normalize Type I and Type II assays separately. More elaborate manipulation of quantiles proves to be counterproductive. CONCLUSIONS: Careful selection of preprocessing steps can minimize variance and thus improve statistical power, especially for the detection of the small absolute DNA methylation changes likely associated with complex disease phenotypes. For the convenience of the research community we have created a user-friendly R software package called wateRmelon, downloadable from bioConductor, compatible with the existing methylumi, minfi and IMA packages, that allows others to utilize the same normalization methods and data quality tests on 450K data.


Asunto(s)
Biología Computacional/métodos , Metilación de ADN , Análisis de Secuencia por Matrices de Oligonucleótidos , Cromosomas Humanos X/genética , Impresión Genómica , Humanos , Polimorfismo de Nucleótido Simple/genética , Estadística como Asunto
16.
J Immunol ; 186(12): 7215-24, 2011 Jun 15.
Artículo en Inglés | MEDLINE | ID: mdl-21572034

RESUMEN

Chronic neurodegeneration is a major worldwide health problem, and it has been suggested that systemic inflammation can accelerate the onset and progression of clinical symptoms. A possible explanation is that systemic inflammation "switches" the phenotype of microglia from a relatively benign to a highly aggressive and tissue-damaging phenotype. The current study investigated the molecular mechanism underlying this microglia phenotype "switching." We show in mice with chronic neurodegeneration (ME7 prion model) that there is increased expression of receptors that have a key role in macrophage activation and associated signaling pathways, including TREM-2, Siglec-F, CD200R, and FcγRs. Systemic inflammation induced by LPS further increased protein levels of the activating FcγRIII and FcγRIV, but not of other microglial receptors, including the inhibitory FcγRII. In addition to these changes in receptor expression, IgG levels in the brain parenchyma were increased during chronic neurodegeneration, and these IgG levels further increased after systemic inflammation. γ-Chain-deficient mice show modified proinflammatory cytokine expression in the brain after systemic inflammation. We conclude that systemic inflammation during chronic neurodegeneration increases the expression levels of activating FcγR on microglia and thereby lowers the signaling threshold for Ab-mediated cell activation. At the same time, IgG influx into the brain could provide a cross-linking ligand resulting in excessive microglia activation that is detrimental to neurons already under threat by misfolded protein.


Asunto(s)
Inflamación/metabolismo , Microglía/metabolismo , Degeneración Nerviosa/patología , Receptores Fc/metabolismo , Anticuerpos/inmunología , Enfermedad Crónica , Progresión de la Enfermedad , Activación de Macrófagos/inmunología , Degeneración Nerviosa/inmunología , Fenotipo , Transducción de Señal/inmunología , Regulación hacia Arriba
17.
Am J Med Genet B Neuropsychiatr Genet ; 162B(8): 789-99, 2013 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-24038819

RESUMEN

Alzheimer's disease (AD) is a sporadic, chronic neurodegenerative disease, usually occurring late in life. The last decade has witnessed tremendous advances in our understanding about the genetic basis of AD, but a large amount of the variance in disease risk remains to be explained. Epigenetic mechanisms, which developmentally regulate gene expression via modifications to DNA, histone proteins, and chromatin, have been hypothesized to play a role in other complex neurobiological diseases, and studies to identify genome-wide epigenetic changes in AD are currently under way. However, the simple brute-force approach that has been successfully employed in genome-wide association studies is unlikely to be successful in epigenome-wide association studies of neurodegeneration. A more academic approach to understanding the role of epigenetic variation in AD is required, with careful consideration of study design, methodological approaches, tissue-specificity, and causal inference. In this article, we review the empirical literature supporting a role for epigenetic processes in AD, and discuss important considerations and future directions for this new and emerging field of research.


Asunto(s)
Enfermedad de Alzheimer/genética , Epigénesis Genética , Enfermedad de Alzheimer/diagnóstico , Enfermedad de Alzheimer/terapia , Epigenómica , Variación Genética , Genoma Humano/genética , Humanos
18.
Res Sq ; 2023 Sep 21.
Artículo en Inglés | MEDLINE | ID: mdl-37790398

RESUMEN

Parkinson's disease is a highly heterogeneous disorder, encompassing a complex spectrum of clinical presentation including motor, sleep, cognitive and neuropsychiatric symptoms. We aimed to investigate genome-wide DNA methylation networks in post-mortem Parkinson's disease brain samples and test for region-specific association with common neuropsychiatric and cognitive symptoms. Of traits tested, we identify a co-methylation module in the substantia nigra with significant correlation to depressive symptoms and with ontological enrichment for terms relevant to neuronal and synaptic processes. Notably, expression of the genes annotated to the methylation loci present within this module are found to be significantly enriched in neuronal subtypes within the substantia nigra. These findings highlight the potential involvement of neuronal-specific changes within the substantia nigra with regard to depressive symptoms in Parkinson's disease.

19.
NPJ Parkinsons Dis ; 8(1): 150, 2022 Nov 07.
Artículo en Inglés | MEDLINE | ID: mdl-36344548

RESUMEN

Cognitive impairment is a debilitating symptom in Parkinson's disease (PD). We aimed to establish an accurate multivariate machine learning (ML) model to predict cognitive outcome in newly diagnosed PD cases from the Parkinson's Progression Markers Initiative (PPMI). Annual cognitive assessments over an 8-year time span were used to define two cognitive outcomes of (i) cognitive impairment, and (ii) dementia conversion. Selected baseline variables were organized into three subsets of clinical, biofluid and genetic/epigenetic measures and tested using four different ML algorithms. Irrespective of the ML algorithm used, the models consisting of the clinical variables performed best and showed better prediction of cognitive impairment outcome over dementia conversion. We observed a marginal improvement in the prediction performance when clinical, biofluid, and epigenetic/genetic variables were all included in one model. Several cerebrospinal fluid measures and an epigenetic marker showed high predictive weighting in multiple models when included alongside clinical variables.

20.
Nat Commun ; 13(1): 5620, 2022 09 24.
Artículo en Inglés | MEDLINE | ID: mdl-36153390

RESUMEN

Alzheimer's disease (AD) is a chronic neurodegenerative disease characterized by the progressive accumulation of amyloid-beta and neurofibrillary tangles of tau in the neocortex. We profiled DNA methylation in two regions of the cortex from 631 donors, performing an epigenome-wide association study of multiple measures of AD neuropathology. We meta-analyzed our results with those from previous studies of DNA methylation in AD cortex (total n = 2013 donors), identifying 334 cortical differentially methylated positions (DMPs) associated with AD pathology including methylomic variation at loci not previously implicated in dementia. We subsequently profiled DNA methylation in NeuN+ (neuronal-enriched), SOX10+ (oligodendrocyte-enriched) and NeuN-/SOX10- (microglia- and astrocyte-enriched) nuclei, finding that the majority of DMPs identified in 'bulk' cortex tissue reflect DNA methylation differences occurring in non-neuronal cells. Our study highlights the power of utilizing multiple measures of neuropathology to identify epigenetic signatures of AD and the importance of characterizing disease-associated variation in purified cell-types.


Asunto(s)
Enfermedad de Alzheimer , Enfermedades Neurodegenerativas , Enfermedad de Alzheimer/metabolismo , Metilación de ADN/genética , Epigénesis Genética , Humanos , Enfermedades Neurodegenerativas/genética , Ovillos Neurofibrilares/genética , Ovillos Neurofibrilares/metabolismo
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