Gene Set Based Integrated Methylome and Transcriptome Analysis Reveals Potential Molecular Mechanisms Linking Cigarette Smoking and Related Diseases.

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2023-05-01 DOI:10.1089/omi.2023.0028
Pashupati P Mishra, Binisha H Mishra, Emma Raitoharju, Nina Mononen, Jorma Viikari, Markus Juonala, Nina Hutri-Kähönen, Mika Kähönen, Olli T Raitakari, Terho Lehtimäki
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引用次数: 1

Abstract

Advanced integrative analysis of DNA methylation and transcriptomics data may provide deeper insights into smoke-induced epigenetic alterations, their effects on gene expression and related biological processes, linking cigarette smoking and related diseases. We hypothesize that accumulation of DNA methylation changes in CpG sites across genomic locations of different genes might have biological significance. We tested the hypothesis by performing gene set based integrative analysis of blood DNA methylation and transcriptomics data to identify potential transcriptomic consequences of smoking via changes in DNA methylation in the Young Finns Study (YFS) participants (n = 1114, aged 34-49 years, women: 54%, men: 46%). First, we performed epigenome-wide association study (EWAS) of smoking. We then defined sets of genes based on DNA methylation status within their genomic regions, for example, sets of genes containing hyper- or hypomethylated CpG sites in their body or promoter regions. Gene set analysis was performed using transcriptomics data from the same participants. Two sets of genes, one containing 49 genes with hypomethylated CpG sites in their body region and the other containing 33 genes with hypomethylated CpG sites in their promoter region, were differentially expressed among the smokers. Genes in the two gene sets are involved in bone formation, metal ion transport, cell death, peptidyl-serine phosphorylation, and cerebral cortex development process, revealing epigenetic-transcriptomic pathways to smoking-related diseases such as osteoporosis, atherosclerosis, and cognitive impairment. These findings contribute to a deeper understanding of the pathophysiology of smoking-related diseases and may provide potential therapeutic targets.

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基于基因集的综合甲基组和转录组分析揭示了吸烟与相关疾病之间的潜在分子机制。
DNA甲基化和转录组学数据的先进综合分析可能会更深入地了解烟雾诱导的表观遗传改变,它们对基因表达和相关生物学过程的影响,将吸烟与相关疾病联系起来。我们假设CpG位点的DNA甲基化变化在不同基因的基因组位置的积累可能具有生物学意义。我们通过对血液DNA甲基化和转录组学数据进行基于基因集的综合分析来验证这一假设,以确定吸烟通过年轻芬兰研究(YFS)参与者(n = 1114,年龄34-49岁,女性:54%,男性:46%)的DNA甲基化变化的潜在转录组后果。首先,我们进行了吸烟的全表观基因组关联研究(EWAS)。然后,我们根据基因组区域内的DNA甲基化状态定义了基因组,例如,在其体内或启动子区域中含有高甲基化或低甲基化CpG位点的基因组。使用来自同一参与者的转录组学数据进行基因集分析。两组基因在吸烟者中存在差异表达,其中一组包含49个在其身体区域具有低甲基化CpG位点的基因,另一组包含33个在其启动子区域具有低甲基化CpG位点的基因。这两个基因组中的基因参与骨形成、金属离子运输、细胞死亡、肽酰丝氨酸磷酸化和大脑皮层发育过程,揭示了骨质疏松、动脉粥样硬化和认知障碍等吸烟相关疾病的表观遗传转录途径。这些发现有助于更深入地了解吸烟相关疾病的病理生理,并可能提供潜在的治疗靶点。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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