EWAS

EWAS
  • 文章类型: Journal Article
    东部和西部芬兰人在与冠心病相关的死亡率方面表现出惊人的差异;遗传学是造成这种差异的已知原因。这里,我们讨论了DNA甲基化在介导亚群之间心脏代谢疾病风险表型差异中的潜在作用.我们使用来自YoungFinns研究(n=969)的数据来比较东部和西部起源的Finns的全基因组DNA甲基化水平。我们确定了21个差异甲基化位点(FDR<0.05;Δβ>2.5%)和7个区域(平滑FDR<0.05;CpG≥5)。所有基因座和区域的甲基化与遗传变异相关(p<5×10-8)。独立于遗传学,11个基因座和4个区域的甲基化与转录本表达相关,包括编码锌指蛋白的基因.同样,5个位点和4个区域的甲基化与心脏代谢疾病风险表型相关,包括甘油三酯,葡萄糖,胆固醇,以及胰岛素治疗。该分析也在LURIC(n=2371)中进行,一个德国心血管患者队列,结果复制了cg26740318和DMR_11p15的甲基化与糖尿病相关表型以及DMR_22q13的甲基化与甘油三酸酯水平的关联。我们的结果表明,东芬兰人和西芬兰人之间的DNA甲基化差异可能在介导子群体之间的心脏代谢疾病差异中具有功能作用。
    Eastern and Western Finns show a striking difference in coronary heart disease-related mortality; genetics is a known contributor for this discrepancy. Here, we discuss the potential role of DNA methylation in mediating the discrepancy in cardiometabolic disease-risk phenotypes between the sub-populations. We used data from the Young Finns Study (n = 969) to compare the genome-wide DNA methylation levels of East- and West-originating Finns. We identified 21 differentially methylated loci (FDR < 0.05; Δβ >2.5%) and 7 regions (smoothed FDR < 0.05; CpGs ≥ 5). Methylation at all loci and regions associates with genetic variants (p < 5 × 10-8). Independently of genetics, methylation at 11 loci and 4 regions associates with transcript expression, including genes encoding zinc finger proteins. Similarly, methylation at 5 loci and 4 regions associates with cardiometabolic disease-risk phenotypes including triglycerides, glucose, cholesterol, as well as insulin treatment. This analysis was also performed in LURIC (n = 2371), a German cardiovascular patient cohort, and results replicated for the association of methylation at cg26740318 and DMR_11p15 with diabetes-related phenotypes and methylation at DMR_22q13 with triglyceride levels. Our results indicate that DNA methylation differences between East and West Finns may have a functional role in mediating the cardiometabolic disease discrepancy between the sub-populations.
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  • 文章类型: Journal Article
    背景:在COVID-19感染后6个月,患者的表观遗传状态仍未被研究。长COVID的存在,或SARS-CoV-2感染(PASC)的急性后遗症,表明潜在的长期变化。长COVID包括疲劳等症状,神经问题,和器官相关的问题,无论最初的感染严重程度。长期COVID背后的机制尚不清楚,但是病毒诱导的表观遗传变化可能起作用。
    结果:我们的研究探讨了SARS-CoV-2感染的持久表观遗传影响。我们分析了意大利队列96名患者在COVID-19暴露6个月后的全基因组DNA甲基化模式,将它们与191个健康对照进行比较。我们确定了42个CpG位点具有显著的甲基化差异(FDR<0.05),主要在CpG岛和基因启动子内。失调的基因突出了与谷氨酸/谷氨酰胺代谢的潜在联系,这可能与PASC症状有关。对COVID-19感染和长期影响具有潜在意义的关键基因包括GLUD1、ATP1A3和ARRB2。此外,在COVID-19后患者中,Horvath的表观遗传时钟显示出轻微但显著的年龄加速。我们还观察到后COVID-19组的随机表观遗传突变(SEM)大幅增加,暗示潜在的表观遗传漂移。SEM分析确定了790个受影响的基因,表明与胰岛素抵抗相关的通路失调,VEGF信号,凋亡,缺氧反应,T细胞激活,和内皮素信号。
    结论:我们的研究为COVID-19的表观遗传后果提供了有价值的见解。结果表明,可能与加速衰老有关,表观遗传漂移,以及与胰岛素抵抗相关的关键生物学途径的破坏,免疫反应,和血管健康。了解这些表观遗传变化对于阐明长期COVID背后的复杂机制和开发有针对性的治疗干预措施至关重要。
    BACKGROUND: The epigenetic status of patients 6-month post-COVID-19 infection remains largely unexplored. The existence of long-COVID, or post-acute sequelae of SARS-CoV-2 infection (PASC), suggests potential long-term changes. Long-COVID includes symptoms like fatigue, neurological issues, and organ-related problems, regardless of initial infection severity. The mechanisms behind long-COVID are unclear, but virus-induced epigenetic changes could play a role.
    RESULTS: Our study explores the lasting epigenetic impacts of SARS-CoV-2 infection. We analyzed genome-wide DNA methylation patterns in an Italian cohort of 96 patients 6 months after COVID-19 exposure, comparing them to 191 healthy controls. We identified 42 CpG sites with significant methylation differences (FDR < 0.05), primarily within CpG islands and gene promoters. Dysregulated genes highlighted potential links to glutamate/glutamine metabolism, which may be relevant to PASC symptoms. Key genes with potential significance to COVID-19 infection and long-term effects include GLUD1, ATP1A3, and ARRB2. Furthermore, Horvath\'s epigenetic clock showed a slight but significant age acceleration in post-COVID-19 patients. We also observed a substantial increase in stochastic epigenetic mutations (SEMs) in the post-COVID-19 group, implying potential epigenetic drift. SEM analysis identified 790 affected genes, indicating dysregulation in pathways related to insulin resistance, VEGF signaling, apoptosis, hypoxia response, T-cell activation, and endothelin signaling.
    CONCLUSIONS: Our study provides valuable insights into the epigenetic consequences of COVID-19. Results suggest possible associations with accelerated aging, epigenetic drift, and the disruption of critical biological pathways linked to insulin resistance, immune response, and vascular health. Understanding these epigenetic changes could be crucial for elucidating the complex mechanisms behind long-COVID and developing targeted therapeutic interventions.
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  • 文章类型: Journal Article
    食物过敏和湿疹是儿童期最早的过敏表型。这些疾病可能与IgE介导的或非IgE介导的对变应原的反应有关。TNFRSF17是B细胞成熟的关键分子,在两种类型的反应中都很重要。我们进行了一项研究,比较了儿童早期特应性致敏和过敏性表型的TNFRSF17的相对表达和甲基化状态。在招募的200名妇女和174名儿童中,有可用的临床数据(通过变态反应者和抗原特异性IgE测量进行的体格检查),78个脐带血样品包括在基因表达分析中(通过RT-PCR以GAPDH作为参考的相对基因表达)和96个样品包括微阵列DNA甲基化数据(全基因组甲基化谱Infinium甲基化EPIC)。在儿童早期发生食物过敏和/或湿疹的儿童中,观察到脐带血中单个cg04453550和TNFRSF17上游平均甲基化模式的改变。相对表达反映了甲基化谱的变化。IgE对食物和/或吸入性过敏原的致敏特性与TNFRSF17的甲基化或表达无显著关联。总之,出生时脐带血TNFRSF17上游位点的甲基化与儿童早期食物过敏和湿疹相关.
    Food allergy and eczema are the earliest allergic phenotypes in childhood. These diseases could be related to either IgE-mediated or non-IgE-mediated reactions to the allergen. TNFRSF17 is a key molecule in B cell maturation and is important in both types of responses.We conducted a study comparing the relative expression and the methylation status at the TNFRSF17 in regard to the child\'s early atopic sensitisation and allergic phenotypes.In the recruited population of 200 women and 174 children with available clinical data (physical examination by allergist and antigen-specific IgE measurements), 78 cord blood samples were included in the gene expression analysis (relative gene expression with GAPDH as reference by RT-PCR) and 96 samples with microarray DNA methylation data (whole genome methylation profile Infinium MethylationEPIC).The altered TNFRSF17 methylation pattern in the cord blood at both single cg04453550 and mean methylation at upstream of TNFRSF17 was observed in children who developed food allergy and/or eczema in early childhood. The change in methylation profile was mirrored by the relative expression. The profile of IgE sensitisation to food and/or inhalant allergens was not significantly associated with either methylation or expression of TNFRSF17.In conclusion, methylation at the upstream sites at TNFRSF17 in the cord blood at birth is associated with food allergy and eczema early in childhood.
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  • 文章类型: Journal Article
    目的:骨关节炎是一种常见且复杂的关节疾病,在女性中患病率更高,疾病严重程度更高。这里,我们研究了骨关节炎患者原代软骨细胞的全基因组甲基化谱.
    方法:我们比较了与接受膝关节置换手术的骨关节炎患者相匹配的宏观完整(低度)和降解(高度)骨关节炎软骨样本的全基因组甲基化谱。我们对170名患者以及96名女性和74名男性进行了软骨退化的表观基因组关联研究(EWAS)。
    结果:我们揭示了广泛的表观遗传差异,包括神经系统和凋亡相关过程的富集。我们进一步确定了两性之间的实质性相似性,还有性别特异性标记和途径。
    结论:一起,我们提供了迄今为止最大的原发性软骨全基因组甲基化谱,并增强了对骨关节炎进展的表观遗传过程的性别特异性认识.
    OBJECTIVE: Osteoarthritis is a common and complex joint disorder that shows higher prevalence and greater disease severity in women. Here, we investigate genome-wide methylation profiles of primary chondrocytes from osteoarthritis patients.
    METHODS: We compare genome-wide methylation profiles of macroscopically intact (low-grade) and degraded (high-grade) osteoarthritis cartilage samples matched from osteoarthritis patients undergoing knee replacement surgery. We perform an epigenome-wide association study for cartilage degeneration across 170 patients and separately in 96 women and 74 men.
    RESULTS: We reveal widespread epigenetic differences with enrichments of nervous system and apoptosis-related processes. We further identify substantial similarities between sexes, but also sex-specific markers and pathways.
    CONCLUSIONS: Together, we provide the largest genome-wide methylation profiles of primary cartilage to date with enhanced and sex-specific insights into epigenetic processes underlying osteoarthritis progression.
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  • 文章类型: Letter
    暂无摘要。
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  • 文章类型: Journal Article
    多系统萎缩(MSA)是一种罕见的神经退行性疾病,以神经元丢失和神经胶质增生为特征,含有α-突触核蛋白的少突胶质细胞质内含物(GCI)是主要的病理标志。MSA的临床表现与其他帕金森病重叠,如帕金森病(PD),路易体痴呆(DLB),和进行性核上性麻痹(PSP),对早期诊断提出挑战。大量研究报道了神经退行性疾病中DNA甲基化的改变,在包括MSA在内的各种帕金森病中鉴定出候选基因座,PD,和PSP。尽管MSA和PSP存在大量的白质病理,在PD中也有白质改变的报道。然而,缺乏比较这些疾病中白质DNA甲基化结构的研究。因此,我们旨在研究MSA患者额叶白质的全基因组DNA甲基化模式(n=17),PD(n=17),和PSP(n=16)以及使用IlluminaEPIC阵列的控件(n=15),鉴定共有和疾病特异性DNA甲基化改变。三种帕金森病患者额叶白质的全基因组DNA甲基化分析揭示了MSA中DNA甲基化改变的实质性共性。PD,和PSP。我们进一步使用加权基因相关网络分析来鉴定疾病相关的共甲基化特征,并鉴定与Wnt信号相关的过程中的失调。信号转导,内质网应激,线粒体过程,RNA干扰,和内体运输在这些帕金森病之间共享。我们的总体分析指出,MSA和PD之间的DNA甲基化模式更相似,两种突触核蛋白病,与PSP的MSA和PD相比,这是一种tau蛋白病。我们的结果还强调了几种共享的DNA甲基化变化和通路,表明白质中的趋同分子机制有助于所有三种帕金森病中的神经变性。
    Multiple system atrophy (MSA) is a rare neurodegenerative disease characterized by neuronal loss and gliosis, with oligodendroglial cytoplasmic inclusions (GCIs) containing α-synuclein being the primary pathological hallmark. Clinical presentations of MSA overlap with other parkinsonian disorders, such as Parkinson\'s disease (PD), dementia with Lewy bodies (DLB), and progressive supranuclear palsy (PSP), posing challenges in early diagnosis. Numerous studies have reported alterations in DNA methylation in neurodegenerative diseases, with candidate loci being identified in various parkinsonian disorders including MSA, PD, and PSP. Although MSA and PSP present with substantial white matter pathology, alterations in white matter have also been reported in PD. However, studies comparing the DNA methylation architectures of white matter in these diseases are lacking. We therefore aimed to investigate genome-wide DNA methylation patterns in the frontal lobe white matter of individuals with MSA (n = 17), PD (n = 17), and PSP (n = 16) along with controls (n = 15) using the Illumina EPIC array, to identify shared and disease-specific DNA methylation alterations. Genome-wide DNA methylation profiling of frontal lobe white matter in the three parkinsonian disorders revealed substantial commonalities in DNA methylation alterations in MSA, PD, and PSP. We further used weighted gene correlation network analysis to identify disease-associated co-methylation signatures and identified dysregulation in processes relating to Wnt signaling, signal transduction, endoplasmic reticulum stress, mitochondrial processes, RNA interference, and endosomal transport to be shared between these parkinsonian disorders. Our overall analysis points toward more similarities in DNA methylation patterns between MSA and PD, both synucleinopathies, compared to that between MSA and PD with PSP, which is a tauopathy. Our results also highlight several shared DNA methylation changes and pathways indicative of converging molecular mechanisms in the white matter contributing toward neurodegeneration in all three parkinsonian disorders.
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  • 文章类型: Journal Article
    2型糖尿病(T2D)是全球增长最快的非传染性疾病。胰腺β细胞分泌胰岛素受损是T2D的标志,但这一缺陷背后的机制特征不够充分。整合多层生物医学信息,比如不同的组学,可以更准确地理解复杂的疾病,如T2D。我们的目标是探索和使用机器学习来整合多种生物/分子信息源(multiOmics)。在我们的RNA测序中,DNA甲基化,来自具有T2D和非糖尿病对照的胰岛供体的SNP和表型数据。我们利用机器学习来进行DNA甲基化的多组学整合,表达式,SNPs,和来自110个个体的胰岛的表型,约30%为T2D病例。使用Infinium甲基化EPIC阵列分析DNA甲基化,使用RNA测序分析表达,并使用HumanOmniExpress阵列分析SNP。通过基于偏最小二乘(PLS)的DIABLO的有监督的线性多元整合在交叉验证后在测试数据集上实现了T2D预测的91±15%的准确度,曲线下面积为0.96±0.08。通过这种多组学整合确定的生物标志物,包括SACS和TXNIPDNA甲基化,OPRD1和RHOT1表达以及注释为ANO1的SNP提供了对导致T2D的不同生物学机制之间相互作用的新见解。这种来自人类胰岛的多维数据的机器学习方法实现了T2D预测的有希望的准确性,这可能在临床诊断中找到广泛的应用。此外,它为T2D提供了新的候选生物标志物,以及它们在不同组学之间的联系。
    Type 2 diabetes (T2D) is the fastest growing non-infectious disease worldwide. Impaired insulin secretion from pancreatic beta-cells is a hallmark of T2D, but the mechanisms behind this defect are insufficiently characterized. Integrating multiple layers of biomedical information, such as different Omics, may allow more accurate understanding of complex diseases such as T2D. Our aim was to explore and use Machine Learning to integrate multiple sources of biological/molecular information (multiOmics), in our case RNA-sequening, DNA methylation, SNP and phenotypic data from islet donors with T2D and non-diabetic controls. We exploited Machine Learning to perform multiOmics integration of DNA methylation, expression, SNPs, and phenotypes from pancreatic islets of 110 individuals, with ~ 30% being T2D cases. DNA methylation was analyzed using Infinium MethylationEPIC array, expression was analyzed using RNA-sequencing, and SNPs were analyzed using HumanOmniExpress arrays. Supervised linear multiOmics integration via DIABLO based on Partial Least Squares (PLS) achieved an accuracy of 91 ± 15% of T2D prediction with an area under the curve of 0.96 ± 0.08 on the test dataset after cross-validation. Biomarkers identified by this multiOmics integration, including SACS and TXNIP DNA methylation, OPRD1 and RHOT1 expression and a SNP annotated to ANO1, provide novel insights into the interplay between different biological mechanisms contributing to T2D. This Machine Learning approach of multiOmics cross-sectional data from human pancreatic islets achieved a promising accuracy of T2D prediction, which may potentially find broad applications in clinical diagnostics. In addition, it delivered novel candidate biomarkers for T2D and links between them across the different Omics.
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  • 文章类型: Journal Article
    哮喘是全球领先的生物医学问题。患者可经历通常由抗炎和支气管扩张剂药物控制的危及生命的恶化发作(恶化)。然而,治疗反应存在显著异质性,一部分未解决的哮喘患者承担着该疾病的主要负担.表观基因组和微生物组的研究可能会弥合人类遗传学和环境暴露之间的差距,以部分解释药物反应的异质性。这篇综述旨在对现有的微生物组和表观遗传学研究文献进行严格审查,以检查与哮喘治疗和药物反应的关联。突出聚合路径,应对当前的挑战,并提供未来的前景。目前的表观遗传学和微生物组研究表明,哮喘药物干预与人类表观基因组和微生物组之间存在双向关系。这些研究,专注于皮质类固醇和较小程度的支气管扩张剂,阿奇霉素,免疫疗法,和美泊利单抗,提高了对治疗反应的分子基础的理解,并确定了有希望的生物标志物用于药物反应预测。免疫和炎症途径(即,IL-2,TNF-α,NF-κB,和CEBP)是与哮喘治疗有关的微生物组-表观遗传关联的基础,代表潜在的靶向治疗途径。对这些生物标志物的综合评估可以显着有助于精准医学和新的治疗靶标的发现。
    Asthma is a leading worldwide biomedical concern. Patients can experience life-threatening worsening episodes (exacerbations) usually controlled by anti-inflammatory and bronchodilator drugs. However, substantial heterogeneity in treatment response exists, and a subset of patients with unresolved asthma carry the major burden of this disease. The study of the epigenome and microbiome might bridge the gap between human genetics and environmental exposure to partially explain the heterogeneity in drug response. This review aims to provide a critical examination of the existing literature on the microbiome and epigenetic studies examining associations with asthma treatments and drug response, highlight convergent pathways, address current challenges, and offer future perspectives. Current epigenetic and microbiome studies have shown the bilateral relationship between asthma pharmacologic interventions and the human epigenome and microbiome. These studies, focusing on corticosteroids and to a lesser extent on bronchodilators, azithromycin, immunotherapy, and mepolizumab, have improved the understanding of the molecular basis of treatment response and identified promising biomarkers for drug response prediction. Immune and inflammatory pathways (eg, IL-2, TNF-α, NF-κB, and C/EBPs) underlie microbiome-epigenetic associations with asthma treatment, representing potential therapeutic pathways to be targeted. A comprehensive evaluation of these omics biomarkers could significantly contribute to precision medicine and new therapeutic target discovery.
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  • 文章类型: Journal Article
    简介:高效抗逆转录病毒疗法(HAART)有助于改善HIV感染者(PLWH)加速表观遗传衰老的一些措施,但其对表观基因组的总体影响尚未完全了解。方法:在本研究中,我们分析了PLWH(n=187)在开始HAART前不久和大约2-3年后的DNA甲基化谱,以及匹配的血清阴性(SN)对照(n=187),采取两个时间间隔。我们的目的是确定与HIV感染和HAART启动相关的特定CpG和生物学途径。此外,我们试图确定与HAART启动相关的表观遗传变化,这些变化独立于HIV相关变化,使用匹配的HIV血清阴性(SN)对照(年龄匹配,丙型肝炎状态,和访问之间的间隔),以确定CPG在PLWH和SN之间在HAART前没有差异,但与HAART启动显着相关,而与HIV病毒载量无关。使用来自PLWH的HAART前和后样品对>850,000个CpG位点进行全基因组关联研究(EWAS)。然后使用基因组区域富集注释工具(GREAT)对结果进行注释。结果:当仅比较PLWH的HAART前后访视时,与免疫功能相关的基因本体和与免疫功能相关的疾病显著,尽管在HAART访视后可检测到HIV病毒载量(>50拷贝/mL)的PLWH的意义较小。为了明确阐明HAART与HIV诱导的甲基化变化的作用,我们进行了HAART的EWAS,同时还控制了HIV病毒载量,发现了与移植排斥相关的基因本体论,移植相关疾病,和其他免疫特征。此外,我们进行了更集中的分析,检查了来自病毒载量控制的EWAS的达到全基因组显著性(p<1×10-7)的CpG,在HAART前,所有PLWH和匹配的SN对照之间没有差异.这些CpG被发现在逆转录病毒药物代谢中起作用的基因附近,弥漫性大B细胞淋巴瘤,和胃癌转移。讨论:总的来说,这项研究提供了与HIV感染者中HAART起始诱导的DNA甲基化变化相关的潜在生物学功能。
    Introduction: Highly active antiretroviral therapy (HAART) helps improve some measures of accelerated epigenetic aging in persons living with HIV (PLWH), but its overall impact on the epigenome is not fully understood. Methods: In this study, we analyzed the DNA methylation profiles of PLWH (n = 187) shortly before and approximately 2-3 years after they started HAART, as well as matched seronegative (SN) controls (n = 187), taken at two time intervals. Our aim was to identify specific CpGs and biologic pathways associated with HIV infection and initiation of HAART. Additionally, we attempted to identify epigenetic changes associated with HAART initiation that were independent of HIV-associated changes, using matched HIV seronegative (SN) controls (matched on age, hepatitis C status, and interval between visits) to identify CpGs that did not differ between PLWH and SN pre-HAART but were significantly associated with HAART initiation while being unrelated to HIV viral load. Epigenome-wide association studies (EWAS) on >850,000 CpG sites were performed using pre- and post-HAART samples from PLWH. The results were then annotated using the Genomic Regions Enrichment of Annotations Tool (GREAT). Results: When only pre- and post-HAART visits in PLWH were compared, gene ontologies related to immune function and diseases related to immune function were significant, though with less significance for PLWH with detectable HIV viral loads (>50 copies/mL) at the post-HAART visit. To specifically elucidate the effects of HAART separately from HIV-induced methylation changes, we performed EWAS of HAART while also controlling for HIV viral load, and found gene ontologies associated with transplant rejection, transplant-related diseases, and other immunologic signatures. Additionally, we performed a more focused analysis that examined CpGs reaching genome-wide significance (p < 1 × 10-7) from the viral load-controlled EWAS that did not differ between all PLWH and matched SN controls pre-HAART. These CpGs were found to be near genes that play a role in retroviral drug metabolism, diffuse large B cell lymphoma proliferation, and gastric cancer metastasis. Discussion: Overall, this study provides insight into potential biological functions associated with DNA methylation changes induced by HAART initiation in persons living with HIV.
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  • 文章类型: Journal Article
    炎症是许多导致HIV感染者(PWH)发病率和死亡率过高的疾病的基础。少数单性状表观基因组关联研究(EWAS)表明,炎症与PWH中的DNA甲基化(DNAm)有关。多性状EWAS可以进一步提高统计能力,并揭示不同炎症标志物之间的共同途径。我们对三种炎症标志物(可溶性CD14,D-二聚体,和白细胞介素6)在退伍军人衰老队列研究中(n=920)。研究人群均为男性PWH,平均年龄为51岁,82.3%的人自我报告为黑人。然后,我们应用了CPASSOC和OmniTest两种多性状EWAS方法来组合单性状EWAS结果。CPASSOC和OmniTest分别确定了189和157个与炎症相关的DNAm位点,其中112个重叠。在确定的地点中,56%的人在任何单性状EWAS中都不显著。顶级位点被定位到炎症相关基因,包括IFITM1,PARP9和STAT1。这些基因在“I型干扰素信号传导”和“对病毒的免疫应答”等途径中显著富集。我们证明了多性状EWAS可以改善炎症相关DNAm位点的发现,基因,和路径。这些DNAm位点提示了响应与HIV相关的炎症的分子机制,并且可能是解决PWH中持续炎症的关键。
    Inflammation underlies many conditions causing excess morbidity and mortality among people with HIV (PWH). A handful of single-trait epigenome-wide association studies (EWAS) have suggested that inflammation is associated with DNA methylation (DNAm) among PWH. Multi-trait EWAS may further improve statistical power and reveal pathways in common between different inflammatory markers. We conducted single-trait EWAS of three inflammatory markers (soluble CD14, D-dimers, and interleukin 6) in the Veteran Aging Cohort Study (n = 920). The study population was all male PWH with an average age of 51 years, and 82.3% self-reported as Black. We then applied two multi-trait EWAS methods-CPASSOC and OmniTest-to combine single-trait EWAS results. CPASSOC and OmniTest identified 189 and 157 inflammation-associated DNAm sites respectively, of which 112 overlapped. Among the identified sites, 56% were not significant in any single-trait EWAS. Top sites were mapped to inflammation-related genes including IFITM1, PARP9 and STAT1. These genes were significantly enriched in pathways such as \"type I interferon signaling\" and \"immune response to virus\". We demonstrate that multi-trait EWAS can improve the discovery of inflammation-associated DNAm sites, genes, and pathways. These DNAm sites suggest molecular mechanisms in response to inflammation associated with HIV and might hold the key to addressing persistent inflammation in PWH.
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