Please use this identifier to cite or link to this item: https://scholarbank.nus.edu.sg/handle/10635/118609
Title: A study on open chromatin based on pair-end sequencing data
Authors: YANG RUIJIE
Keywords: peak calling, ATAC-seq, fragment length, open chromatin, expectation maximization, transcription start sites
Issue Date: 26-Sep-2014
Citation: YANG RUIJIE (2014-09-26). A study on open chromatin based on pair-end sequencing data. ScholarBank@NUS Repository.
Abstract: Open chromatin regions are important for understanding gene regulation mechanism. Due to the recent development of ATAC-seq, it is possible to determine open chromatin regions for clinical samples with as little as 500 cells. Existing peak-calling methods predict peaks from the signal profile formed by piling up the sequencing tags. These methods do not utilize the paired-end information of the sequencing tags. This thesis proposes a new peak caller OpenEM that uses this additional feature to achieve better peak-calling performance. In addition, it also proposes a new scoring scheme for transcription start sites called OpenTSS.
URI: http://scholarbank.nus.edu.sg/handle/10635/118609
Appears in Collections:Master's Theses (Open)

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