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Genome-wide analysis of SUMO-1 and SUMO-2/3 Binding Sites Based on Next-generation ChIP-Seq Data
Dissertation

Genome-wide analysis of SUMO-1 and SUMO-2/3 Binding Sites Based on Next-generation ChIP-Seq Data

Cheng, Chia-Yang
Doctor of Philosophy (PHD), 國立清華大學, 資訊工程學系
2013

Abstract

蛋白質轉譯後修飾 次世代定序 表觀遺傳學 SUMOylation ChIP-seq epigenetics
SUMO (small ubiquitin-related modifier) was discovered to be a reversible post-translational protein modifier. SUMOylation is a highly dynamic process and its outcomes are extremely diverse. Chromatin immunoprecipitation (ChIP) in combination with high-throughput sequencing (ChIP-seq) is being applied as a gold standard when studying the genome-wide binding sites of transcription factor (TFs). This has greatly improved our understanding of protein-DNA interactions on a genomic-wide scale. However, current ChIP-seq peak calling tools are not sufficiently sensitive and are unable to simultaneously identify post-translational modified TFs based on ChIP-seq analysis; this is largely due to the wide-spread presence of multiple modified TFs. Using SUMO modification as an example; we propose a methodology that analyses SUMO ChIP-seq patterns and predicts related TFs. Our analysis uses three peak calling tools. The fusion of these different tools increases the precision of the peak calling results. TFBS annotation method is able to predict potential SUMOylated TFs. Here, we offer a new approach that enhances ChIP-seq data analysis and allows the identification of multiple SUMOylated TF binding sites simultaneously.

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