Data exploration, quality control and statistical analysis of ChIP-exo/nexus experiments

نویسندگان

  • Rene Welch
  • Dongjun Chung
  • Jeffrey Grass
  • Robert Landick
  • Sündüz Keleş
چکیده

ChIP-exo/nexus experiments rely on innovative modifications of the commonly used ChIP-seq protocol for high resolution mapping of transcription factor binding sites. Although many aspects of the ChIP-exo data analysis are similar to those of ChIP-seq, these high throughput experiments pose a number of unique quality control and analysis challenges. We develop a novel statistical quality control pipeline and accompanying R/Bioconductor package, ChIPexoQual, to enable exploration and analysis of ChIP-exo and related experiments. ChIPexoQual evaluates a number of key issues including strand imbalance, library complexity, and signal enrichment of data. Assessment of these features are facilitated through diagnostic plots and summary statistics computed over regions of the genome with varying levels of coverage. We evaluated our QC pipeline with both large collections of public ChIP-exo/nexus data and multiple, new ChIP-exo datasets from Escherichia coli. ChIPexoQual analysis of these datasets resulted in guidelines for using these QC metrics across a wide range of sequencing depths and provided further insights for modelling ChIP-exo data.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

ChIP-nexus: a novel ChIP-exo protocol for improved detection of in vivo transcription factor binding footprints

Understanding how eukaryotic enhancers are bound and regulated by specific combinations of transcription factors is still a major challenge. To better map transcription factor binding genomewide at nucleotide resolution in vivo, we have developed a robust ChIP-exo protocol called ChIP experiments with nucleotide resolution through exonuclease, unique barcode and single ligation (ChIP-nexus), wh...

متن کامل

Impact of artifact removal on ChIP quality metrics in ChIP-seq and ChIP-exo data

With the advent of ChIP-seq multiplexing technologies and the subsequent increase in ChIP-seq throughput, the development of working standards for the quality assessment of ChIP-seq studies has received significant attention. The ENCODE consortium's large scale analysis of transcription factor binding and epigenetic marks as well as concordant work on ChIP-seq by other laboratories has establis...

متن کامل

CexoR: An R package to uncover high-resolution protein-DNA interactions in ChIP-exo replicates

For its unprecedented level of resolution, chromatin immunoprecipitation combined with lambda exonuclease digestion followed by sequencing (ChIP-exo) is a potential candidate to replace ChIP-seq as the standard approach for highconfidence mapping of proteinDNA interactions. Numerous algorithms have been developed for peak calling in ChIP-seq data. However, adjusting the statistical models to Ch...

متن کامل

ChIP-seq and ChIP-exo profiling of Pol II, H2A.Z, and H3K4me3 in human K562 cells

The human K562 chronic myeloid leukemia cell line has long served as an experimental paradigm for functional genomic studies. To systematically and functionally annotate the human genome, the ENCODE consortium generated hundreds of functional genomic data sets, such as chromatin immunoprecipitation coupled to sequencing (ChIP-seq). While ChIP-seq analyses have provided tremendous insights into ...

متن کامل

Real-time Trace Reconstruction (RTR)

Developers are using real-time analysis tools in the development stage, to debug real-time events either not observable during “run-stop” debug sessions, or limited by the requirements of the application; such as inherently not freezable systems like engine control or pace makers. Furthermore, engineers are using real-time analysis tools in their final development stage to do performance tuning...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره 45  شماره 

صفحات  -

تاریخ انتشار 2017