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Predicted methylation landscape of all CpG islands on the human genome 被引量:2

Predicted methylation landscape of all CpG islands on the human genome
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摘要 CpG island methylation plays important role in various biological processes. To investigate methylation landscape of all CpG islands on the human genome, we develop a model for predicting the CpG island methylation status. This model outperforms other existing methods. We apply the model on the whole human genome and predict the landscape of DNA methylation of all CpG islands. Based on the methylation profile, we find that about 31% of CpG islands are methylation-prone and CpG islands located in promoter regions are seldom methylated. There is no significant difference in the CpG island methylation level between R and G bands among the chromosomes. The occupancy of RNA polymerase II is significantly higher in methylation-resistant promoter CpG islands, indicating that genes with such promoter CpG islands tend to be more active. CpG island methylation plays important role in various biological processes. To investigate methylation landscape of all CpG islands on the human genome, we develop a model for predicting the CpG island methylation status. This model outperforms other existing methods. We apply the model on the whole human genome and predict the landscape of DNA methylation of all CpG islands. Based on the methylation profile, we find that about 31% of CpG islands are methylation-prone and CpG islands located in promoter regions are seldom methylated. There is no significant difference in the CpG island methylation level between R and G bands among the chromosomes. The occupancy of RNA polymerase Ⅱ is significantly higher in methylation-resistant promoter CpG islands, indicating that genes with such promoter CpG islands tend to be more active.
出处 《Chinese Science Bulletin》 SCIE EI CAS 2010年第22期2353-2358,共6页
基金 supported by the National Natural Science Foundation of China (30625012 and 60721003) National Basic Research Program of China (2004CB518605)
关键词 DNA甲基化 人类基因组 CPG岛 景观 预测 RNA聚合酶 基因启动子 生物过程 DNA methylation landscape, CpG island, prediction model, feature selection
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