Supplement Materials for Normalization of ChIP - seq data with control Kun
نویسندگان
چکیده
We demonstrate that a proper control sample correlates linearly with the background parts of its corresponding ChIP sample. In the following examples, we first draw the original ChIP vs control bins counts to show the over-abundance of high ChIP count bins due to binding signals. Then we filter the strong binding signals by calling peaks with SPP (Kharchenko et al., 2008) at FDR 0.1 level and exclude all the bins that intersect with the peaks. Then the remaining ChIP and control bin counts show clear linear trend and are roughly symmetric around the normalization factor estimated through NCIS.
منابع مشابه
Comparative study on ChIP-seq data: normalization and binding pattern characterization
MOTIVATION Antibody-based Chromatin Immunoprecipitation assay followed by high-throughput sequencing technology (ChIP-seq) is a relatively new method to study the binding patterns of specific protein molecules over the entire genome. ChIP-seq technology allows scientist to get more comprehensive results in shorter time. Here, we present a non-linear normalization algorithm and a mixture modelin...
متن کاملComparing Multiple Protein Binding Profiles in Chip-seq Experiments
New high-throughput sequencing technologies can generate millions of short sequences in a single experiment. As the size of the data increases, comparison of multiple experiments on different cell lines under different experimental conditions becomes a big challenge. In this paper, we investigate ways to compare multiple ChIP-seq experiments. We specifically studied epigenetic regulation of bre...
متن کاملPitfalls in global normalization of ChIP-seq data in CD4+ T cells treated with butyrate: A possible solution strategy
Regulatory T cells (Treg) play a central role in the suppression of inflammatory and allergic responses. Colonization of certain gut commensal microbes such as Clostridia class IV and XIVa in the gut can induce development of colonic Treg cells contributing to the maintenance of gut immune homeostasis. Clostridia-derived butyrate promotes the differentiation of naïve T cells into Treg cells thr...
متن کاملAn Alternative Approach to ChIP-Seq Normalization Enables Detection of Genome-Wide Changes in Histone H3 Lysine 27 Trimethylation upon EZH2 Inhibition
Chromatin immunoprecipitation and DNA sequencing (ChIP-seq) has been instrumental in inferring the roles of histone post-translational modifications in the regulation of transcription, chromatin compaction and other cellular processes that require modulation of chromatin structure. However, analysis of ChIP-seq data is challenging when the manipulation of a chromatin-modifying enzyme significan...
متن کاملOptimization of transcription factor binding map accuracy utilizing knockout-mouse models
Genome-wide assessment of protein-DNA interaction by chromatin immunoprecipitation followed by massive parallel sequencing (ChIP-seq) is a key technology for studying transcription factor (TF) localization and regulation of gene expression. Signal-to-noise-ratio and signal specificity in ChIP-seq studies depend on many variables, including antibody affinity and specificity. Thus far, efforts to...
متن کامل