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Systematically Prioritizing Functional Differentially Methylated Regions (fDMRs) by Integrating Multi-omics Data in Colorectal Cancer

机译:通过整合多组学数据在结直肠癌中系统地区分功能性甲基化差异化区域(fDMRs)

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While genome-wide differential DNA methylation regions (DMRs) have been extensively identified, the comprehensive prioritization of their functional importance is still poorly explored. Here, we aggregated multiple data resources rooted in the genome, epigenome and transcriptome to systematically prioritize functional DMRs (fDMRs) in colorectal cancer (CRC). As demonstrated, the top-ranked fDMRs from all of the data resources showed a strong enrichment for known methylated genes. Additionally, we analyzed those top 5% DMR-coupled coding genes using functional enrichment, which resulted in significant disease-related biological functions in contrast to the tail 5% genes. To further confirm the functional importance of the top-ranked fDMRs, we applied chromatin modification alterations of CRC cell lines to characterize their functional regulation. Specifically, we extended the utility of the top-ranked DMR-coupled genes to serve as classification and survival biomarkers, which showed a robust performance across diverse independent data sets. Collectively, our results established an integrative framework to prioritize fDMRs, which could help characterize aberrant DNA methylation-induced potential mechanisms underlying tumorigenesis and uncover epigenome-based biomarkers for clinical diagnosis and prognosis.
机译:尽管已经广泛鉴定了全基因组差异DNA甲基化区域(DMR),但仍未充分探索其功能重要性的全面优先次序。在这里,我们汇总了源自基因组,表观基因组和转录组的多种数据资源,以系统地区分结肠直肠癌(CRC)中功能性DMR(fDMR)的优先级。如所证明的,来自所有数据资源的排名靠前的fDMR显示出对已知甲基化基因的强大富集。此外,我们使用功能富集分析了那些5%最高DMR偶联编码基因,与尾部5%基因相比,这导致了与疾病相关的重要生物学功能。为了进一步确认排名靠前的fDMR的功能重要性,我们应用了CRC细胞系的染色质修饰改变来表征其功能调节。具体来说,我们扩展了排名靠前的DMR偶联基因的效用,以用作分类和生存生物标记,从而在各种独立数据集上均显示出强大的性能。总的来说,我们的研究结果建立了一个综合框架,对fDMRs进行优先排序,这可以帮助表征异常的DNA甲基化诱导的潜在肿瘤发生机制,并揭示基于表观基因组的生物标志物,用于临床诊断和预后。

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