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1.
Res Sq ; 2024 Apr 04.
Artigo em Inglês | MEDLINE | ID: mdl-38645177

RESUMO

Our understanding of the sex-specific role of the non-coding genome in serious mental illness remains largely incomplete. To address this gap, we explored sex differences in 1,393 chromatin accessibility profiles, derived from neuronal and non-neuronal nuclei of two distinct cortical regions from 234 cases with serious mental illness and 235 controls. We identified sex-specific enhancer-promoter interactions and showed that they regulate genes involved in X-chromosome inactivation (XCI). Examining chromosomal conformation allowed us to identify sex-specific cis- and trans-regulatory domains (CRDs and TRDs). Co-localization of sex-specific TRDs with schizophrenia common risk variants pinpointed male-specific regulatory regions controlling a number of metabolic pathways. Additionally, enhancers from female-specific TRDs were found to regulate two genes known to escape XCI, (XIST and JPX), underlying the importance of TRDs in deciphering sex differences in schizophrenia. Overall, these findings provide extensive characterization of sex differences in the brain epigenome and disease-associated regulomes.

2.
Res Sq ; 2023 Oct 02.
Artigo em Inglês | MEDLINE | ID: mdl-37886514

RESUMO

Non-coding variants increase risk of neuropsychiatric disease. However, our understanding of the cell-type specific role of the non-coding genome in disease is incomplete. We performed population scale (N=1,393) chromatin accessibility profiling of neurons and non-neurons from two neocortical brain regions: the anterior cingulate cortex and dorsolateral prefrontal cortex. Across both regions, we observed notable differences in neuronal chromatin accessibility between schizophrenia cases and controls. A per-sample disease pseudotime was positively associated with genetic liability for schizophrenia. Organizing chromatin into cis- and trans-regulatory domains, identified a prominent neuronal trans-regulatory domain (TRD1) active in immature glutamatergic neurons during fetal development. Polygenic risk score analysis using genetic variants within chromatin accessibility of TRD1 successfully predicted susceptibility to schizophrenia in the Million Veteran Program cohort. Overall, we present the most extensive resource to date of chromatin accessibility in the human cortex, yielding insights into the cell-type specific etiology of schizophrenia.

3.
Nucleic Acids Res ; 51(20): 11142-11161, 2023 11 10.
Artigo em Inglês | MEDLINE | ID: mdl-37811875

RESUMO

The human brain is a complex organ comprised of distinct cell types, and the contribution of the 3D genome to lineage specific gene expression remains poorly understood. To decipher cell type specific genome architecture, and characterize fine scale changes in the chromatin interactome across neural development, we compared the 3D genome of the human fetal cortical plate to that of neurons and glia isolated from the adult prefrontal cortex. We found that neurons have weaker genome compartmentalization compared to glia, but stronger TADs, which emerge during fetal development. Furthermore, relative to glia, the neuronal genome shifts more strongly towards repressive compartments. Neurons have differential TAD boundaries that are proximal to active promoters involved in neurodevelopmental processes. CRISPRi on CNTNAP2 in hIPSC-derived neurons reveals that transcriptional inactivation correlates with loss of insulation at the differential boundary. Finally, re-wiring of chromatin loops during neural development is associated with transcriptional and functional changes. Importantly, differential loops in the fetal cortex are associated with autism GWAS loci, suggesting a neuropsychiatric disease mechanism affecting the chromatin interactome. Furthermore, neural development involves gaining enhancer-promoter loops that upregulate genes that control synaptic activity. Altogether, our study provides multi-scale insights on the 3D genome in the human brain.


Assuntos
Encéfalo , Cromatina , Neurogênese , Adulto , Humanos , Encéfalo/crescimento & desenvolvimento , Encéfalo/metabolismo , Cromatina/metabolismo , Genoma , Neurônios
4.
medRxiv ; 2023 Oct 03.
Artigo em Inglês | MEDLINE | ID: mdl-37873320

RESUMO

Non-coding variants increase risk of neuropsychiatric disease. However, our understanding of the cell-type specific role of the non-coding genome in disease is incomplete. We performed population scale (N=1,393) chromatin accessibility profiling of neurons and non-neurons from two neocortical brain regions: the anterior cingulate cortex and dorsolateral prefrontal cortex. Across both regions, we observed notable differences in neuronal chromatin accessibility between schizophrenia cases and controls. A per-sample disease pseudotime was positively associated with genetic liability for schizophrenia. Organizing chromatin into cis- and trans-regulatory domains, identified a prominent neuronal trans-regulatory domain (TRD1) active in immature glutamatergic neurons during fetal development. Polygenic risk score analysis using genetic variants within chromatin accessibility of TRD1 successfully predicted susceptibility to schizophrenia in the Million Veteran Program cohort. Overall, we present the most extensive resource to date of chromatin accessibility in the human cortex, yielding insights into the cell-type specific etiology of schizophrenia.

5.
Neuroscience ; 528: 102-116, 2023 09 15.
Artigo em Inglês | MEDLINE | ID: mdl-37562536

RESUMO

Opioid use disorder (OUD) is a major current cause of morbidity and mortality. Long-term exposure to short-acting opioids (MOP-r agonists such as heroin or fentanyl) results in complex pathophysiological changes to neuroimmune and neuroinflammatory functions, affected in part by peripheral mechanisms (e.g., cytokines in blood), and by neuroendocrine systems such as the hypothalamic-pituitary-adrenal (HPA) stress axis. There are important findings from preclinical models, but their role in the trajectory and outcomes of OUD in humans is not well understood. The goal of this narrative review is to examine available data on immune and inflammatory functions in persons with OUD, and to identify major areas for future research. Peripheral blood biomarker studies revealed a pro-inflammatory state in persons with OUD in withdrawal or early abstinence, consistent with available postmortem brain studies (which show glial activation) and diffusion tensor imaging studies (indicating white matter disruptions), with gradual abstinence-associated recovery. The mechanistic roles of these neuroimmune and neuroinflammatory changes in the trajectory of OUD (including recovery and medication management) cannot be examined practically with postmortem data. Collection of longitudinal data in larger-scale human cohorts would allow examination of these mechanisms associated with OUD stage and progression. Given the heterogeneity in presentation of OUD, a precision medicine approach integrating multi-omic peripheral biomarkers and comprehensive phenotyping, including neuroimaging, can be beneficial in risk stratification, and individually optimized selection of interventions for individuals who will benefit, and assessments under refractory therapy.


Assuntos
Neuroimunomodulação , Transtornos Relacionados ao Uso de Opioides , Humanos , Imagem de Tensor de Difusão , Analgésicos Opioides/uso terapêutico , Heroína
6.
Nat Neurosci ; 25(10): 1366-1378, 2022 10.
Artigo em Inglês | MEDLINE | ID: mdl-36171428

RESUMO

To characterize the dysregulation of chromatin accessibility in Alzheimer's disease (AD), we generated 636 ATAC-seq libraries from neuronal and nonneuronal nuclei isolated from the superior temporal gyrus and entorhinal cortex of 153 AD cases and 56 controls. By analyzing a total of ~20 billion read pairs, we expanded the repertoire of known open chromatin regions (OCRs) in the human brain and identified cell-type-specific enhancer-promoter interactions. We show that interindividual variability in OCRs can be leveraged to identify cis-regulatory domains (CRDs) that capture the three-dimensional structure of the genome (3D genome). We identified AD-associated effects on chromatin accessibility, the 3D genome and transcription factor (TF) regulatory networks. For one of the most AD-perturbed TFs, USF2, we validated its regulatory effect on lysosomal genes. Overall, we applied a systematic approach to understanding the role of the 3D genome in AD. We provide all data as an online resource for widespread community-based analysis.


Assuntos
Doença de Alzheimer , Cromatina , Doença de Alzheimer/genética , Humanos , Regiões Promotoras Genéticas , Fatores de Transcrição/genética
7.
Nat Genet ; 54(10): 1493-1503, 2022 10.
Artigo em Inglês | MEDLINE | ID: mdl-36163279

RESUMO

Identification of risk variants for neuropsychiatric diseases within enhancers underscores the importance of understanding population-level variation in enhancer function in the human brain. Besides regulating tissue-specific and cell-type-specific transcription of target genes, enhancers themselves can be transcribed. By jointly analyzing large-scale cell-type-specific transcriptome and regulome data, we cataloged 30,795 neuronal and 23,265 non-neuronal candidate transcribed enhancers. Examination of the transcriptome in 1,382 brain samples identified robust expression of transcribed enhancers. We explored gene-enhancer coordination and found that enhancer-linked genes are strongly implicated in neuropsychiatric disease. We identified expression quantitative trait loci (eQTLs) for both genes and enhancers and found that enhancer eQTLs mediate a substantial fraction of neuropsychiatric trait heritability. Inclusion of enhancer eQTLs in transcriptome-wide association studies enhanced functional interpretation of disease loci. Overall, our study characterizes the gene-enhancer regulome and genetic mechanisms in the human cortex in both healthy and diseased states.


Assuntos
Estudo de Associação Genômica Ampla , Locos de Características Quantitativas , Encéfalo , Elementos Facilitadores Genéticos/genética , Humanos , Locos de Características Quantitativas/genética , Sequências Reguladoras de Ácido Nucleico , Transcriptoma/genética
8.
Nat Genet ; 54(8): 1145-1154, 2022 08.
Artigo em Inglês | MEDLINE | ID: mdl-35931864

RESUMO

Microglia are brain myeloid cells that play a critical role in neuroimmunity and the etiology of Alzheimer's disease (AD), yet our understanding of how the genetic regulatory landscape controls microglial function and contributes to AD is limited. Here, we performed transcriptome and chromatin accessibility profiling in primary human microglia from 150 donors to identify genetically driven variation and cell-specific enhancer-promoter (E-P) interactions. Integrative fine-mapping analysis identified putative regulatory mechanisms for 21 AD risk loci, of which 18 were refined to a single gene, including 3 new candidate risk genes (KCNN4, FIBP and LRRC25). Transcription factor regulatory networks captured AD risk variation and identified SPI1 as a key putative regulator of microglia expression and AD risk. This comprehensive resource capturing variation in the human microglia regulome provides insights into the etiology of neurodegenerative disease.


Assuntos
Doença de Alzheimer , Doenças Neurodegenerativas , Doença de Alzheimer/genética , Doença de Alzheimer/metabolismo , Encéfalo/metabolismo , Proteínas de Transporte/genética , Humanos , Proteínas de Membrana/genética , Microglia/metabolismo , Transcriptoma/genética
9.
Turk J Anaesthesiol Reanim ; 50(3): 225-227, 2022 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-35801330

RESUMO

The infants are explicitly vulnerable to develop anaesthesia-related complications, with micropreemies being at the end of the spectrum because of their unique morphological and physiological features. Airway changes in pediatric patients are most exaggerated in these tiny infants and their immature lungs provide a little reserve, and therefore, securing airways can be challenging in this population. Moreover, many devices available for managing difficult airways in adults are not available for use in this miniature version. Videolaryngoscopes are a useful addition to anaesthesiologists' armamentarium but for micropreemies, size of videolaryngoscope can be a limiting factor as no vide- olaryngoscope comes in "00" size. The technique of videolaryngoscope may need to be modified in these patients. Regional anaesthesia can be an invaluable component of their perioperative care to facilitate a smooth recovery. The successful management of these vulnerable neonates requires a multidisciplinary team approach to maintain perioperative homeostasis of their immature organ systems.

10.
Biol Psychiatry ; 92(6): 443-449, 2022 09 15.
Artigo em Inglês | MEDLINE | ID: mdl-35750513

RESUMO

Schizophrenia is a chronic mental illness with a substantial genetic component. To unfold the complex etiology of schizophrenia, it is important to understand the interplay between genetic and nongenetic factors. Genetic factors involve variation in the DNA sequences of protein-coding genes, which directly contribute to phenotypic traits, and variation in noncoding sequences, which comprise 98% of the genome and contain DNA elements known to play a role in regulating gene expression. The epigenome refers to the chemical modifications on both DNA and the structural proteins that package DNA into the nucleus, which together regulate gene expression in specific cell types, conditions, and developmental stages. The dynamic nature of the epigenome makes it an ideal tool to investigate the relationship between inherited genetic mutations associated with schizophrenia and altered gene regulation throughout the course of brain development. In this review, we focus on the current understanding of the role of epigenetic marks and their three-dimensional nuclear organization in the developmental trajectory of distinct brain cell types to decipher the complex gene regulatory mechanisms that are disrupted in schizophrenia.


Assuntos
Esquizofrenia , Cromatina , DNA/metabolismo , Metilação de DNA , Epigênese Genética , Epigenômica/métodos , Humanos , Esquizofrenia/genética
11.
Nat Neurosci ; 25(4): 474-483, 2022 04.
Artigo em Inglês | MEDLINE | ID: mdl-35332326

RESUMO

Chromosomal organization, scaling from the 147-base pair (bp) nucleosome to megabase-ranging domains encompassing multiple transcriptional units, including heritability loci for psychiatric traits, remains largely unexplored in the human brain. In this study, we constructed promoter- and enhancer-enriched nucleosomal histone modification landscapes for adult prefrontal cortex from H3-lysine 27 acetylation and H3-lysine 4 trimethylation profiles, generated from 388 controls and 351 individuals diagnosed with schizophrenia (SCZ) or bipolar disorder (BD) (n = 739). We mapped thousands of cis-regulatory domains (CRDs), revealing fine-grained, 104-106-bp chromosomal organization, firmly integrated into Hi-C topologically associating domain stratification by open/repressive chromosomal environments and nuclear topography. Large clusters of hyper-acetylated CRDs were enriched for SCZ heritability, with prominent representation of regulatory sequences governing fetal development and glutamatergic neuron signaling. Therefore, SCZ and BD brains show coordinated dysregulation of risk-associated regulatory sequences assembled into kilobase- to megabase-scaling chromosomal domains.


Assuntos
Transtorno Bipolar , Esquizofrenia , Adulto , Transtorno Bipolar/genética , Encéfalo , Cromatina , Humanos , Lisina/genética , Esquizofrenia/genética
12.
Paediatr Anaesth ; 31(10): 1089-1096, 2021 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-34153141

RESUMO

BACKGROUND: Various anatomical and physiological factors make intubation in infants challenging. C-MAC videolaryngoscope shows better results as compared to the conventional direct laryngoscopy for intubation in infants. McGrath MAC size-1 with a disposable Macintosh type blade has recently been introduced for use in infants and has not been formally evaluated in this population. AIMS: This study aims to evaluate the intubation characteristics of C-MAC Miller and McGrath MAC in neonates and infants with the primary objective to compare the time with the two devices. METHODS: After informed consent from the parents, 140 neonates and infants scheduled for surgical procedures were randomized to undergo intubation with either C-MAC Miller or McGrath MAC after standard general anesthesia. The two devices were compared in terms of total intubation time, Percent of Glottic Opening score, Cormack Lehane grades, time to glottis view, intubation difficulty score, overall success rate, first attempt success rate, and complications. RESULTS: The median glottic view time (6 s [4-9] vs. 6 s [4-9]; p = .40) and intubation time (27 s [25.5-28] vs. 27 s [24.5-29.5]; p = .87) were similar. The mean difference (95% CI) in time to tracheal intubation and time to glottic view was 0.49 s [-3.1 to 2.1] and -1.7 s [-3.8 to 0.47], respectively. However, the Percent of Glottic Opening score, Cormack Lehane grades, and subjective intubation difficulty were significantly better with C-MAC. The first attempt success rates, overall success rates (100% vs. 97.5%), and intubation difficulty scores were comparable. There were two failed intubations with McGrath which were successfully intubated with C-MAC. CONCLUSION: The C-MAC Miller blade showed similar intubation timings, success rates, and intubation difficulty score as compared to McGrath MAC in neonates and infants, though the former provided superior glottic views. Both the videolaryngoscopes may be safely used in infants and neonates for routine intubation scenarios.


Assuntos
Laringoscópios , Anestesia Geral , Humanos , Lactente , Recém-Nascido , Intubação Intratraqueal , Laringoscopia , Estudos Prospectivos , Gravação em Vídeo
13.
Turk J Anaesthesiol Reanim ; 49(1): 78-82, 2021 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-33718912

RESUMO

Airway management in children with craniofacial anomalies can be complicated and may require multiple attempts with conventional direct laryngoscopy (DL). Videolaryngoscopes (VLs) have a well-established role in difficult airway management in adults; however, their role remains to be fully elucidated in paediatric age group. There is a relative paucity in the literature regarding the role of VLs in cases of syndromic children, and it is not clear whether they should be used as an initial option or as a rescue device. Herein, we report a series of cases of children with Pierre Robin sequence, Beckwith-Wiedemann syndrome, and Hurler's syndrome wherein VLs proved beneficial after multiple failed DL attempts. Following initial failed attempts to intubate using DL, these children were subsequently intubated using VLs. Therefore, VLs should be used for initial intubation attempts in syndromic children with potential difficult airways.

14.
Nat Commun ; 11(1): 3942, 2020 08 07.
Artigo em Inglês | MEDLINE | ID: mdl-32770063

RESUMO

Though discovered over 100 years ago, the molecular foundation of sporadic Alzheimer's disease (AD) remains elusive. To better characterize the complex nature of AD, we constructed multiscale causal networks on a large human AD multi-omics dataset, integrating clinical features of AD, DNA variation, and gene- and protein-expression. These probabilistic causal models enabled detection, prioritization and replication of high-confidence master regulators of AD-associated networks, including the top predicted regulator, VGF. Overexpression of neuropeptide precursor VGF in 5xFAD mice partially rescued beta-amyloid-mediated memory impairment and neuropathology. Molecular validation of network predictions downstream of VGF was also achieved in this AD model, with significant enrichment for homologous genes identified as differentially expressed in 5xFAD brains overexpressing VGF. Our findings support a causal role for VGF in protecting against AD pathogenesis and progression.


Assuntos
Doença de Alzheimer/etiologia , Encéfalo/patologia , Fatores de Crescimento Neural/metabolismo , Mapas de Interação de Proteínas , Idoso , Idoso de 80 Anos ou mais , Doença de Alzheimer/patologia , Peptídeos beta-Amiloides/metabolismo , Animais , Conjuntos de Dados como Assunto , Modelos Animais de Doenças , Feminino , Perfilação da Expressão Gênica , Redes Reguladoras de Genes , Estudo de Associação Genômica Ampla , Humanos , Masculino , Camundongos , Camundongos Transgênicos , Fatores de Crescimento Neural/genética , Mapeamento de Interação de Proteínas , Proteômica
15.
Cell Rep ; 31(9): 107716, 2020 06 02.
Artigo em Inglês | MEDLINE | ID: mdl-32492425

RESUMO

To reveal post-traumatic stress disorder (PTSD) genetic risk influences on tissue-specific gene expression, we use brain and non-brain transcriptomic imputation. We impute genetically regulated gene expression (GReX) in 29,539 PTSD cases and 166,145 controls from 70 ancestry-specific cohorts and identify 18 significant GReX-PTSD associations corresponding to specific tissue-gene pairs. The results suggest substantial genetic heterogeneity based on ancestry, cohort type (military versus civilian), and sex. Two study-wide significant PTSD associations are identified in European and military European cohorts; ZNF140 is predicted to be upregulated in whole blood, and SNRNP35 is predicted to be downregulated in dorsolateral prefrontal cortex, respectively. In peripheral leukocytes from 175 marines, the observed PTSD differential gene expression correlates with the predicted differences for these individuals, and deployment stress produces glucocorticoid-regulated expression changes that include downregulation of both ZNF140 and SNRNP35. SNRNP35 knockdown in cells validates its functional role in U12-intron splicing. Finally, exogenous glucocorticoids in mice downregulate prefrontal Snrnp35 expression.


Assuntos
Córtex Pré-Frontal/metabolismo , Ribonucleoproteínas Nucleares Pequenas/genética , Transtornos de Estresse Pós-Traumáticos/genética , Animais , Estudos de Casos e Controles , Estudos de Coortes , Dexametasona/farmacologia , Regulação para Baixo/efeitos dos fármacos , Regulação da Expressão Gênica , Redes Reguladoras de Genes , Predisposição Genética para Doença , Humanos , Leucócitos/citologia , Leucócitos/metabolismo , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Militares , Interferência de RNA , RNA Interferente Pequeno/metabolismo , Proteínas Repressoras/sangue , Proteínas Repressoras/metabolismo , Ribonucleoproteínas Nucleares Pequenas/antagonistas & inibidores , Ribonucleoproteínas Nucleares Pequenas/metabolismo , Transtornos de Estresse Pós-Traumáticos/sangue , Transtornos de Estresse Pós-Traumáticos/diagnóstico
16.
Bioinformatics ; 36(9): 2856-2861, 2020 05 01.
Artigo em Inglês | MEDLINE | ID: mdl-32003784

RESUMO

MOTIVATION: Identifying correlated epigenetic features and finding differences in correlation between individuals with disease compared to controls can give novel insight into disease biology. This framework has been successful in analysis of gene expression data, but application to epigenetic data has been limited by the computational cost, lack of scalable software and lack of robust statistical tests. RESULTS: Decorate, differential epigenetic correlation test, identifies correlated epigenetic features and finds clusters of features that are differentially correlated between two or more subsets of the data. The software scales to genome-wide datasets of epigenetic assays on hundreds of individuals. We apply decorate to four large-scale datasets of DNA methylation, ATAC-seq and histone modification ChIP-seq. AVAILABILITY AND IMPLEMENTATION: decorate R package is available from https://github.com/GabrielHoffman/decorate. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Assuntos
Biologia Computacional , Software , Epigênese Genética , Epigenômica , Genoma , Humanos
17.
Turk J Anaesthesiol Reanim ; 47(6): 456-463, 2019 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-31828242

RESUMO

OBJECTIVE: Securing the tracheal tube (TT) at a fixed recommended depth of 21/23 cm in female and male patients, respectively, may result in inappropriate placement of the TT in some patients. The aim of the present study was to determine the vocal cord-carina distance (VCD) and tracheal length (TL) to ascertain the optimal depth of TT placement during orotracheal intubation in the adult Indian population. METHODS: A total of 92 adults undergoing elective surgery under general anaesthesia with orotracheal intubation were studied. Surface anatomy airway measurements were noted. A cuffed TT (female size 7 mm ID and male size 8 mm ID) was inserted with the intubation guide mark at level with the vocal cords (VCs). Fiberoptic bronchoscopy-guided measurements were obtained for VCD, TL, TT tip-carina distance, VC-cricoid distance and lip-carina (L-C) distance. RESULTS: The mean±SD VCD was 12.82±2.05 and 12.02±1.44 cm, and TL was 10.14±2.04 and 9.37±1.28 cm in male and female patients, respectively. Statistically significant differences were observed between male and female patients in VCD (p=0.033), TL (p=0.032), L-C distance (p<0.001) and lip-TT tip distance (p<0.001); lip-TT tip distance was 19.50±1.39 cm in male patients and 18.17±1.28 cm in female patients. The L-C distance correlated with patient height, weight and neck length. L-C distance=7.214+0.049×Height+0.320×Neck length+0.033×Weight. CONCLUSION: We recommend placing the TT with its proximal guide mark at the level of VCs in the Indian population. The 21/23 cm rule for tube placement depth in female and male patients, respectively, cannot be routinely followed in the Indian population.

18.
Sci Data ; 6(1): 180, 2019 09 24.
Artigo em Inglês | MEDLINE | ID: mdl-31551426

RESUMO

Schizophrenia and bipolar disorder are serious mental illnesses that affect more than 2% of adults. While large-scale genetics studies have identified genomic regions associated with disease risk, less is known about the molecular mechanisms by which risk alleles with small effects lead to schizophrenia and bipolar disorder. In order to fill this gap between genetics and disease phenotype, we have undertaken a multi-cohort genomics study of postmortem brains from controls, individuals with schizophrenia and bipolar disorder. Here we present a public resource of functional genomic data from the dorsolateral prefrontal cortex (DLPFC; Brodmann areas 9 and 46) of 986 individuals from 4 separate brain banks, including 353 diagnosed with schizophrenia and 120 with bipolar disorder. The genomic data include RNA-seq and SNP genotypes on 980 individuals, and ATAC-seq on 269 individuals, of which 264 are a subset of individuals with RNA-seq. We have performed extensive preprocessing and quality control on these data so that the research community can take advantage of this public resource available on the Synapse platform at http://CommonMind.org .


Assuntos
Transtorno Bipolar , Esquizofrenia , Transtorno Bipolar/genética , Transtorno Bipolar/patologia , Estudos de Coortes , Epigenômica , Humanos , Córtex Pré-Frontal/metabolismo , Córtex Pré-Frontal/patologia , Esquizofrenia/genética , Esquizofrenia/patologia , Transcriptoma
19.
Nucleic Acids Res ; 47(20): 10597-10611, 2019 11 18.
Artigo em Inglês | MEDLINE | ID: mdl-31544924

RESUMO

Identifying functional variants underlying disease risk and adoption of personalized medicine are currently limited by the challenge of interpreting the functional consequences of genetic variants. Predicting the functional effects of disease-associated protein-coding variants is increasingly routine. Yet, the vast majority of risk variants are non-coding, and predicting the functional consequence and prioritizing variants for functional validation remains a major challenge. Here, we develop a deep learning model to accurately predict locus-specific signals from four epigenetic assays using only DNA sequence as input. Given the predicted epigenetic signal from DNA sequence for the reference and alternative alleles at a given locus, we generate a score of the predicted epigenetic consequences for 438 million variants observed in previous sequencing projects. These impact scores are assay-specific, are predictive of allele-specific transcription factor binding and are enriched for variants associated with gene expression and disease risk. Nucleotide-level functional consequence scores for non-coding variants can refine the mechanism of known functional variants, identify novel risk variants and prioritize downstream experiments.


Assuntos
Montagem e Desmontagem da Cromatina , Aprendizado Profundo , Estudo de Associação Genômica Ampla/métodos , Código das Histonas , Polimorfismo Genético , Análise de Sequência de DNA/métodos , Epigênese Genética , Humanos
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