仆从
纳米孔测序
纳米孔
DNA测序器
5-甲基胞嘧啶
DNA
DNA测序
DNA甲基化
胞嘧啶
计算生物学
隐马尔可夫模型
结扎测序
人类基因组
基因组DNA
生物
计算机科学
基因组
基因组文库
遗传学
基因
纳米技术
基序列
材料科学
人工智能
基因表达
作者
Jared T. Simpson,Rachael E. Workman,Philip C. Zuzarte,Matei David,L. J. Dursi,Winston Timp
出处
期刊:Nature Methods
[Springer Nature]
日期:2017-02-20
卷期号:14 (4): 407-410
被引量:820
摘要
A hidden Markov model (HMM)-based tool enables detection of 5-methylcytosine (5-mC) from single-molecule nanopore-sequencing data generated directly from human genomic DNA without chemical treatment. In nanopore sequencing devices, electrolytic current signals are sensitive to base modifications, such as 5-methylcytosine (5-mC). Here we quantified the strength of this effect for the Oxford Nanopore Technologies MinION sequencer. By using synthetically methylated DNA, we were able to train a hidden Markov model to distinguish 5-mC from unmethylated cytosine. We applied our method to sequence the methylome of human DNA, without requiring special steps for library preparation.
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