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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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