differentially methylated region

差异甲基化区域
  • 文章类型: Journal Article
    DNA甲基化对环境敏感,可以介导应激反应。在长寿的树上,不断变化的环境可能会在其一生中累积地塑造甲基化体景观。然而,因为高分辨率的甲基化研究通常集中在单一的环境线索上,目前尚不清楚甲基化反应在多大程度上是通用的或应激特异性的,以及这与它们的长期稳定性有什么关系。这里,我们研究了黑杨cv的甲基化可塑性。\'Italica\'克隆在欧洲很普遍。在一个普通的花园实验中,来自不同地理位置的成年树木被无性繁殖,分株暴露在寒冷中,热,干旱,食草动物,铁锈感染,和水杨酸处理。通过全面的全基因组亚硫酸氢盐测序,我们分析了应激诱导的和天然存在的DNA甲基化变异。应激诱导的甲基化改变主要是靶向转座因子。当发生在CG/CHG上下文中时,同一区域经常受到多种应力的影响,表明甲基化的一般反应。干旱胁迫在转座因子中引起明显的CHH超甲基化反应,影响干旱响应基因附近的整个TE超家族。由胁迫处理诱导的CG/CHG环境中的甲基化差异显示出与来自不同地理位置的树木之间观察到的甲基化差异的惊人重叠。因此,我们揭示了甲基化变化的基因组热点,这些热点不是应激特异性的,并且有助于自然DNA甲基化变异,我们确定了特定的转座因子超家族,它们对特定的应激有可能的功能后果。我们的结果强调了在单个实验中研究多种应激源的影响对于识别一般与应激特异性甲基化响应的重要性。
    DNA methylation is environment-sensitive and can mediate stress responses. In long-lived trees, changing environments might cumulatively shape the methylome landscape over their lifetime. However, because high-resolution methylome studies usually focus on single environmental cues, it remains unclear to what extent the methylation responses are generic or stress-specific, and how this relates to their long-term stability. Here, we studied the methylome plasticity of a Populus nigra cv. \'Italica\' clone that is widespread across Europe. Adult trees from a variety of geographic locations were clonally propagated in a common garden experiment, and the ramets were exposed to cold, heat, drought, herbivory, rust infection, and salicylic acid treatments. Through comprehensive whole-genome bisulfite sequencing, we analyzed stress-induced and naturally occurring DNA methylation variants. Stress-induced methylation changes predominantly targeted transposable elements. When occurring in CG/CHG contexts, the same regions were often affected by multiple stresses, suggesting a generic response of the methylome. Drought stress caused a distinct CHH hypermethylation response in transposable elements, affecting entire TE superfamilies near drought-responsive genes. Methylation differences in CG/CHG contexts that were induced by stress treatments showed striking overlap with methylation differences observed between trees from distinct geographical locations. Thus, we revealed genomic hotspots of methylation change that are not stress-specific and that contribute to natural DNA methylation variation, and we identified specific transposable element superfamilies that respond to a specific stress with possible functional consequences. Our results underscore the importance of studying the effects of multiple stressors in a single experiment for recognizing general versus stress-specific methylome responses.
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  • 文章类型: Journal Article
    RUNX2是对骨形成至关重要的转录因子。具有不同水平的Runx2表达的突变小鼠表现出剂量依赖性骨骼异常,强调Runx2剂量控制在骨骼形成中的重要性。RUNX2活性受多种分子机制调控,包括表观遗传修饰,如DNA甲基化。在这项研究中,我们使用基于Cas9的表观基因组编辑工具,调查了靶向抑制性表观基因组编辑,包括对Runx2-DMR/CpG岛岸的超甲基化是否会影响Runx2表达.通过将CRISPRoff-v2.1和靶向Runx2-DMR的gRNA瞬时引入MC3T3-E1细胞,我们成功诱导了该区域的过度甲基化,同时降低了成骨细胞分化过程中Runx2的表达.尽管Runx2-DMR的表观基因组编辑不影响RUNX2下游靶基因的表达,这些结果表明Runx2-DMR的表观遗传状态与Runx2转录之间存在因果关系。此外,我们观察到Runx2-DMR的超甲基化在生长条件下持续至少24天,但在成骨分化过程中降低。突出分化过程中靶向Runx2-DMR的内源性DNA去甲基化活性。总之,我们的研究强调了表观基因组编辑技术对评估内源性遗传元件功能的有用性,并揭示了Runx2-DMR甲基化在成骨细胞分化过程中受到积极调节,随后可能会影响Runx2表达式。
    RUNX2 is a transcription factor crucial for bone formation. Mutant mice with varying levels of Runx2 expression display dosage-dependent skeletal abnormalities, underscoring the importance of Runx2 dosage control in skeletal formation. RUNX2 activity is regulated by several molecular mechanisms, including epigenetic modification such as DNA methylation. In this study, we investigated whether targeted repressive epigenome editing including hypermethylation to the Runx2-DMR/CpG island shore could influence Runx2 expression using Cas9-based epigenome-editing tools. Through the transient introduction of CRISPRoff-v2.1 and gRNAs targeting Runx2-DMR into MC3T3-E1 cells, we successfully induced hypermethylation of the region and concurrently reduced Runx2 expression during osteoblast differentiation. Although the epigenome editing of Runx2-DMR did not impact the expression of RUNX2 downstream target genes, these results indicate a causal relationship between the epigenetic status of the Runx2-DMR and Runx2 transcription. Additionally, we observed that hypermethylation of the Runx2-DMR persisted for at least 24 days under growth conditions but decreased during osteogenic differentiation, highlighting an endogenous DNA demethylation activity targeting the Runx2-DMR during the differentiation process. In summary, our study underscore the usefulness of the epigenome editing technology to evaluate the function of endogenous genetic elements and revealed that the Runx2-DMR methylation is actively regulated during osteoblast differentiation, subsequently could influence Runx2 expression.
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  • 文章类型: Journal Article
    DNA甲基化是参与基因调控的关键表观遗传修饰,有助于生理和病理状况。为了更深刻的理解,有必要对代表不同状态的样本组之间的DNA甲基化模式进行精确比较.使用计算方法分析差异甲基化区域(DMRs)可以帮助发现这些现象之间的精确关系。本文介绍了一种混合模型,该模型将β-二项贝叶斯分层模型与称为HBCR_DMR的排名方法相结合。在初始阶段,我们对复制中CpG位点(CpG)的实际甲基化比例进行建模。这种建模是通过β-二项分布实现的,参数由组平均值和色散参数设置。在第二阶段,我们根据CpG位点的甲基化状态来选择区分CpG位点,采用多种排名技术。最后,我们通过投票系统合并差异甲基化CpG位点的排名列表.我们的分析,包括模拟和真实数据,揭示出色的性能指标,包括灵敏度为0.72,特异性为0.89,F1评分为0.76,总体准确度为0.82,AUC为0.94.这些发现强调了HBCR_DMR区分甲基化区域的强大能力,确认其作为DNA甲基化分析的有价值工具的实用性。
    DNA methylation is a key epigenetic modification involved in gene regulation, contributing to both physiological and pathological conditions. For a more profound comprehension, it is essential to conduct a precise comparison of DNA methylation patterns between sample groups that represent distinct statuses. Analysis of differentially methylated regions (DMRs) using computational approaches can help uncover the precise relationships between these phenomena. This paper describes a hybrid model that combines the beta-binomial Bayesian hierarchical model with a combination of ranking methods known as HBCR_DMR. During the initial phase, we model the actual methylation proportions of the CpG sites (CpGs) within the replicates. This modeling is achieved through beta-binomial distribution, with parameters set by a group mean and a dispersion parameter. During the second stage, we establish the selection of distinguishing CpG sites based on their methylation status, employing multiple ranking techniques. Finally, we combine the ranking lists of differentially methylated CpG sites through a voting system. Our analyses, encompassing simulations and real data, reveal outstanding performance metrics, including a sensitivity of 0.72, specificity of 0.89, and an F1 score of 0.76, yielding an overall accuracy of 0.82 and an AUC of 0.94. These findings underscore HBCR_DMR\'s robust capacity to distinguish methylated regions, confirming its utility as a valuable tool for DNA methylation analysis.
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  • 文章类型: Journal Article
    基因组印迹对于哺乳动物生长和胚胎发生至关重要。伴随亲本单倍型特异性信息的高通量亚硫酸氢盐测序允许大规模分析印迹基因和印迹控制区(ICR)。目前,尽管开发了几种等位基因甲基化区(AMR)检测软件,检测印迹AMR的方法仍然有限。这里,我们开发了一种独立于SNP的统计方法,AIMER,检测类似印记的AMR。通过使用小鼠额叶皮质甲基化组作为输入,我们证明,与其他方法相比,AIMER在检测已知种系ICRs方面表现非常好.此外,我们发现AIMER检测到的推定亲本AMR可以与序列依赖性AMR区分开来。最后,我们使用来自17个不同小鼠组织样本的WGBS数据发现了一个新的种系印迹样AMR。结果表明,AIMER是检测印迹样(依赖母体来源)AMR的良好选择。我们希望这种方法将有助于未来的基因组印迹研究。我们项目的Python源代码现已在GitHub(https://github.com/ZhaoLab-TMU/AIMER)和Gitee(https://gitee.com/zhaolab_tmu/AIMER)上公开提供。
    Genomic imprinting is essential for mammalian growth and embryogenesis. High-throughput bisulfite sequencing accompanied with parental haplotype-specific information allows analysis of imprinted genes and imprinting control regions (ICRs) on a large scale. Currently, although several allelic methylated regions (AMRs) detection software were developed, methods for detecting imprinted AMRs is still limited. Here, we developed a SNP-independent statistical approach, AIMER, to detect imprinting-like AMRs. By using the mouse frontal cortex methylome as input, we demonstrated that AIMER performs very well in detecting known germline ICRs compared with other methods. Furthermore, we found the putative parental AMRs AIMER detected could be distinguished from sequence-dependent AMRs. Finally, we found a novel germline imprinting-like AMR using WGBS data from 17 distinct mouse tissue samples. The results indicate that AIMER is a good choice for detecting imprinting-like (parent-of-origin-dependent) AMRs. We hope this method will be helpful for future genomic imprinting studies. The Python source code for our project is now publicly available on both GitHub (https://github.com/ZhaoLab-TMU/AIMER) and Gitee (https://gitee.com/zhaolab_tmu/AIMER).
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  • 文章类型: Journal Article
    背景:去甲基化剂地西他滨(DAC)是急性髓性白血病(AML)的关键非强化替代治疗。然而,患者对DAC的反应是高度可变的,和预测性生物标志物是必要的。在这里,我们将接受基于DAC的联合方案治疗的患者的DNA甲基化情况与接受标准化疗的患者的DNA甲基化情况进行了比较,以开发一种预测DAC临床反应的分子方法.
    方法:纳入25名非M3型AML患者,并进行DNA甲基化测序和谱分析,以鉴定差异甲基化区域(DMRs)和目的基因。此外,使用Kasumi-1和K562细胞研究了基于DAC的方案对细胞凋亡和基因表达的影响。
    结果:总体而言,我们确定了541个专门响应DAC的DMRs,其中172个DMRs在治疗后显示出低甲基化模式,并与182个基因的启动子区域对齐.特别是,GNAS被确定为关键的DAC响应基因,体外GNAS下调导致DAC和阿糖胞苷组合治疗诱导的细胞凋亡减少。
    结论:我们发现GNAS是AML中DAC敏感基因,可以作为预后生物标志物来评估AML患者对DAC治疗的反应性。
    The demethylation agent decitabine (DAC) is a pivotal non-intensive alternative treatment for acute myeloid leukemia (AML). However, patient responses to DAC are highly variable, and predictive biomarkers are warranted. Herein, the DNA methylation landscape of patients treated with a DAC-based combination regimen was compared with that of patients treated with standard chemotherapy to develop a molecular approach for predicting clinical response to DAC.
    Twenty-five non-M3 AML patients were enrolled and subjected to DNA methylation sequencing and profiling to identify differentially methylated regions (DMRs) and genes of interest. Moreover, the effects of a DAC-based regimen on apoptosis and gene expression were explored using Kasumi-1 and K562 cells.
    Overall, we identified 541 DMRs that were specifically responsive to DAC, among which 172 DMRs showed hypomethylation patterns upon treatment and were aligned with the promoter regions of 182 genes. In particular, GNAS was identified as a critical DAC-responsive gene, with in vitro GNAS downregulation leading to reduced cell apoptosis induced by DAC and cytarabine combo treatment.
    We found that GNAS is a DAC-sensitive gene in AML and may serve as a prognostic biomarker to assess the responsiveness of patients with AML to DAC-based therapy.
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  • 文章类型: Journal Article
    DNA甲基化在脊椎动物的性别决定和分化中起关键作用。然而,关于DNA甲基化参与鸡性腺发育的研究很少,最集中在男性高甲基化区域(MHM)。目前尚不清楚鸡胚胎性腺中是否存在特定的差异甲基化区域(DMRs)来调节性别决定和分化。这里,DNA甲基化图谱显示,胚胎第10天(E10)性别间DNA甲基化水平的差异明显高于胚胎第6天(E6),两个阶段的显著差异甲基化区域主要分布在Z染色体上,包括MHM1和MHM2。亚硫酸氢盐测序PCR(BSP)和qRT-PCR的结果表明,雌性MHM的低甲基化和长链非编码RNA(lncRNAs)的上调,其在MHM区域的启动子与测序结果一致,大脑和肌肉也有类似的结果。在女性性交逆转的性腺中,MHM的甲基化模式保持不变,与女性相比,三种候选lncRNAs的表达水平显著下降,但与男性相比显着增加。荧光原位杂交(FISH)结果也显示这些lncRNAs在雌性胚胎性腺中高表达。甲基转移酶抑制剂和双荧光素酶报告基因测定的结果表明,lncRNA的表达可能受到其启动子内DNA甲基化的调控。因此,我们推测MHM可能参与鸡的细胞自主性别认同,MHM调控的lncRNAs可能参与女性性分化。
    DNA methylation plays a key role in sex determination and differentiation in vertebrates. However, there are few studies on DNA methylation involved in chicken gonad development, and most focused on male hypermethylated regions (MHM). It is unclear whether there are specific differentially methylated regions (DMRs) in chicken embryonic gonads regulating sex determination and differentiation. Here, the DNA methylation maps showed that the difference of DNA methylation level between sexes was much higher at embryonic day 10 (E10) than that at embryonic day 6 (E6), and the significant differentially methylated regions at both stages were mainly distributed on the Z chromosome, including MHM1 and MHM2. The results of bisulphite sequencing PCR (BSP) and qRT-PCR showed hypomethylation of female MHM and upregulation of long non-coding RNAs (lncRNAs) whose promoter in the MHM region was consistent with the sequencing results, and similar results were in brain and muscle. In female sex-reversed gonads, the methylation pattern of MHM remained unchanged, and the expression levels of the three candidate lncRNAs were significantly decreased compared with those in females, but were significantly increased compared to males. The fluorescence in situ hybridization (FISH) results also showed that these lncRNAs were highly expressed in female embryonic gonads. The results of methyltransferase inhibitor and dual-luciferase reporter assay suggest that lncRNA expression may be regulated by DNA methylation within their promoters. Therefore, we speculated that MHM may be involved in cell-autonomous sex identity in chickens, and that lncRNAs regulated by MHM may be involved in female sexual differentiation.
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  • 文章类型: Journal Article
    基因组印记在哺乳动物物种的发育过程中起着关键作用,潜在的表观遗传机制经常涉及长链非编码RNA(lncRNA)。反义Igf2rRNA非编码(Airn)的父系转录负责小鼠胰岛素样生长因子2受体(Igf2r)基因的父系沉默和母体Igf2r表达。尽管相应的母体DNA甲基化印记在人类和猪中是保守的,直系同源AIRNlncRNA已在人类中鉴定,但未在猪中鉴定。这里,我们旨在检测猪AIRNlncRNA的印迹等位基因表达以及相应的差异甲基化区(DMR),并分析猪中AIRN和IGF2R的等位基因表达.通过比较孤雌生殖和对照猪胚胎,我们在对照胚胎中鉴定出母系甲基化的DMR和AIRNlncRNA的表达显著较高(P<0.05),表明其父系表达。进一步的分析表明,AIRNlncRNA的表达在猪脑及其亚区域中富集,并且是单等位基因表达的;然而,IGF2R双等位基因表达,表明缺乏等位基因特异性转录调控。我们的发现将导致进一步研究印迹猪AIRNlncRNA在猪发育过程中的作用。
    Genomic imprinting plays critical roles during the development of mammalian species and underlying epigenetic mechanisms frequently involve long non-coding RNAs (lncRNAs). The paternal transcription of the antisense Igf2r RNA noncoding (Airn) is responsible for paternal silencing of the mouse insulin-like growth factor 2 receptor (Igf2r) gene and maternal Igf2r expression. Although the corresponding maternal DNA methylation imprint is conserved in humans and pigs, the orthologous AIRN lncRNA has been identified in humans but not in pigs. Here, we aimed to examine imprinted allelic expression of the porcine AIRN lncRNA along with a corresponding differentially methylated region (DMR) and to analyze allelic expression of AIRN and IGF2R in pigs. By comparing parthenogenetic and control porcine embryos, we identified a maternally methylated DMR and a significantly higher expression of AIRN lncRNA in control embryos (P < 0.05) indicating its paternal expression. Further analyses revealed that the expression of AIRN lncRNA was enriched in the pig brain and its subregions, and it was monoallelically expressed; whereas, IGF2R was expressed biallelically suggesting an absence of allele-specific transcriptional regulation. Our findings will lead to further investigations into the role of the imprinted porcine AIRN lncRNA during pig development.
    Genomic imprinting is important for the development of mammals and long non-coding RNAs are often involved in the imprinting process. In mice, Airn encodes a long non-coding RNA that is imprinted, and therefore, transcribed only from the paternal allele. This paternal transcription of Airn interferes with the adjacent Igf2r promoter, leading to maternal expression of Igf2r. In pigs, the orthologous AIRN has not been identified as well as its imprinting. In the current study, we report porcine AIRN and allelic expression of both AIRN and IGF2R using our parthenogenetic embryo models and various normal pig tissues.
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  • 文章类型: Journal Article
    背景:母系高甲基化的初级差异甲基化区(DMRs)作为驱动单等位基因表达的印迹控制区(ICRs),这些ICRs已被研究,因为它们在哺乳动物发育中的意义。虽然一部分基因已被鉴定为印记,需要开发深入的比较方法来鉴定物种特异性印迹基因。这里,我们检查了物种和组织中KBTBD6位点的DNA甲基化状态和等位基因表达,并探索了印迹的潜在机制。
    结果:对孤雌生殖和正常猪胚胎进行全基因组亚硫酸氢盐测序和RNA测序,我们在KBTBD6启动子CpG岛的胚胎和KBTBD6的父系单等位基因表达之间鉴定出母系高甲基化DMR。此外,在分析的驯化哺乳动物中,而不是在人类中,非人灵长类动物和小鼠,KBTBD6启动子CpG岛在卵母细胞中甲基化和/或在组织中等位基因甲基化,观察到单等位基因KBTBD6表达,表明特定于牲畜的印记。进一步的分析表明,这些CpG岛被嵌入在猪和牛卵母细胞的转录本中,它们与活性转录标记和DNA甲基化共存,暗示存在依赖转录的印记。
    结论:在这项研究中,我们的比较方法揭示了KBTBD6基因在驯化哺乳动物中的印迹表达,但不是在人类身上,非人灵长类动物,和小鼠,这些小鼠涉及基因组印记的物种特异性进化。
    BACKGROUND: The primary differentially methylated regions (DMRs) which are maternally hypermethylated serve as imprinting control regions (ICRs) that drive monoallelic gene expression, and these ICRs have been investigated due to their implications in mammalian development. Although a subset of genes has been identified as imprinted, in-depth comparative approach needs to be developed for identification of species-specific imprinted genes. Here, we examined DNA methylation status and allelic expression at the KBTBD6 locus across species and tissues and explored potential mechanisms of imprinting.
    RESULTS: Using whole-genome bisulfite sequencing and RNA-sequencing on parthenogenetic and normal porcine embryos, we identified a maternally hypermethylated DMR between the embryos at the KBTBD6 promoter CpG island and paternal monoallelic expression of KBTBD6. Also, in analyzed domesticated mammals but not in humans, non-human primates and mice, the KBTBD6 promoter CpG islands were methylated in oocytes and/or allelically methylated in tissues, and monoallelic KBTBD6 expression was observed, indicating livestock-specific imprinting. Further analysis revealed that these CpG islands were embedded within transcripts in porcine and bovine oocytes which coexisted with an active transcription mark and DNA methylation, implying the presence of transcription-dependent imprinting.
    CONCLUSIONS: In this study, our comparative approach revealed an imprinted expression of the KBTBD6 gene in domesticated mammals, but not in humans, non-human primates, and mice which implicates species-specific evolution of genomic imprinting.
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  • 文章类型: Journal Article
    Meg8-DMR是在印迹Dlk1-Dio3结构域中发现的第一个母体甲基化DMR。Meg8-DMR的缺失增强了MLTC-1的迁移和侵袭,这取决于CTCF结合位点。然而,Meg8-DMR在小鼠发育过程中的生物学功能仍然未知。在这项研究中,使用CRISPR/Cas9系统在小鼠中产生434bp的Meg8-DMR基因组缺失。高通量和生物信息学分析显示,Meg8-DMR参与microRNA的调节:当缺失从母亲(Mat-KO)遗传时,microRNA的表达没有变化。然而,当从父亲(Pat-KO)和纯合(Homo-KO)发生缺失时,表达上调。然后,在WT与Pat-KO,Mat-KO,和Homo-KO,分别。随后,对这些DEGs进行了京都基因和基因组百科全书(KEGG)途径和基因本体论(GO)术语富集分析,以探索这些基因的功能作用。总的来说,测定502、128和165个DEG。GO分析表明,这些DEGs主要富集在Pat-KO和Home-KO的轴突发生中,而Mat-KO丰富了前脑发育。最后,IG-DMR的甲基化水平,Gtl2-DMR,Meg8-DMR,Dlk1、Gtl2和Rian的印迹状态没有受到影响。这些发现表明Meg8-DMR,作为二级监管区域,可以调节microRNAs的表达,同时不影响小鼠的正常胚胎发育。
    Meg8-DMR is the first maternal methylated DMR to be discovered in the imprinted Dlk1-Dio3 domain. The deletion of Meg8-DMR enhances the migration and invasion of MLTC-1 depending on the CTCF binding sites. However, the biological function of Meg8-DMR during mouse development remains unknown. In this study, a CRISPR/Cas9 system was used to generate 434 bp genomic deletions of Meg8-DMR in mice. High-throughput and bioinformatics profiling revealed that Meg8-DMR is involved in the regulation of microRNA: when the deletion was inherited from the mother (Mat-KO), the expression of microRNA was unchanged. However, when the deletion occurred from the father (Pat-KO) and homozygous (Homo-KO), the expression was upregulated. Then, differentially expressed microRNAs (DEGs) were identified between WT with Pat-KO, Mat-KO, and Homo-KO, respectively. Subsequently, these DEGs were subjected to the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway and Gene Ontology (GO) term enrichment analysis to explore the functional roles of these genes. In total, 502, 128, and 165 DEGs were determined. GO analysis showed that these DEGs were mainly enriched in axonogenesis in Pat-KO and Home-KO, while forebrain development was enriched in Mat-KO. Finally, the methylation levels of IG-DMR, Gtl2-DMR, and Meg8-DMR, and the imprinting status of Dlk1, Gtl2, and Rian were not affected. These findings suggest that Meg8-DMR, as a secondary regulatory region, could regulate the expression of microRNAs while not affecting the normal embryonic development of mice.
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  • 文章类型: Journal Article
    差异甲基化区域(DMRs)是跨越与表型相关的多个CpG位点具有甲基化模式的基因组区域。在这项研究中,我们提出了一种基于主成分(PC)的DMR分析方法,用于使用IlluminaInfinium甲基化EPICBeadChip(EPIC)阵列生成的数据。我们通过回归协变量区域内CpG的M值获得甲基化残差,提取的PC的残差,然后将PC之间的关联信息进行组合以获得区域重要性。在确定我们方法的最终版本之前,在各种条件下估计了基于模拟的全基因组假阳性(GFP)率和真阳性率。我们将其命名为DMRPC。然后,DMRPC和另一种DMR方法,coMethDMR,用于对已知具有多个相关甲基化位点的几种表型进行全基因组分析(年龄,性别,和吸烟)在发现和复制队列中。在这两种方法分析的地区中,DMRPC鉴定出的全基因组显著年龄相关DMR比coMethDMR多50%。仅由DMRPC鉴定的基因座的复制率高于仅由coMethDMR鉴定的基因座的复制率(DMRPC的90%与76%为coMethDMR)。此外,DMRPC鉴定了中度CpG间相关性区域中的可复制关联,通常不通过coMethDMR进行分析。为了分析性别和吸烟,DMRPC的优势不太明显.总之,DMRPC是一种新的强大的DMR发现工具,它在CpG之间具有中等相关性的基因组区域中保留了功能。
    Differentially methylated regions (DMRs) are genomic regions with methylation patterns across multiple CpG sites that are associated with a phenotype. In this study, we proposed a Principal Component (PC) based DMR analysis method for use with data generated using the Illumina Infinium MethylationEPIC BeadChip (EPIC) array. We obtained methylation residuals by regressing the M-values of CpGs within a region on covariates, extracted PCs of the residuals, and then combined association information across PCs to obtain regional significance. Simulation-based genome-wide false positive (GFP) rates and true positive rates were estimated under a variety of conditions before determining the final version of our method, which we have named DMRPC. Then, DMRPC and another DMR method, coMethDMR, were used to perform epigenome-wide analyses of several phenotypes known to have multiple associated methylation loci (age, sex, and smoking) in a discovery and a replication cohort. Among regions that were analysed by both methods, DMRPC identified 50% more genome-wide significant age-associated DMRs than coMethDMR. The replication rate for the loci that were identified by only DMRPC was higher than the rate for those that were identified by only coMethDMR (90% for DMRPC vs. 76% for coMethDMR). Furthermore, DMRPC identified replicable associations in regions of moderate between-CpG correlation which are typically not analysed by coMethDMR. For the analyses of sex and smoking, the advantage of DMRPC was less clear. In conclusion, DMRPC is a new powerful DMR discovery tool that retains power in genomic regions with moderate correlation across CpGs.
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