ChIPexoQual provides a quality control pipeline of ChIP-exo nexus/data. It allows the quick evaluation of ChIP-exo/nexus data quality by directly operating on aligned read files and without requiring any complex statistical modelling or intensive computation such as identification of potential binding regions/events. This enables its broad application and versatile utility, and provide easy data evaluation before any statistical analysis for identifying binding events.
The overall pipeline follows the steps:
Partitions the reference genome into islands representing overlapping clusters of reads separated by gaps.
Calculates a set of summary statistics.
Visualize the data with a collection of diagnostic plots aimed at quantifying ChIP enrichment and strand imbalance.
Generates quantitative summaries of these diagnostic plots.
This version includes two additional modules:
a) ExoDataSubsampling to subsample N1 < … < N reads and repeat the the first 4 steps.
b) ExoDataBlacklists to partition the ChIP islands into two collections based on their overlap with a set of blacklisted regions.
Welch R, Chung D, Grass J, Landick R, and Keles S. “Data Exploration, Quality Control, and Statistical Analysis of ChIP-exo/nexus Experiments” (in preparation)
ChIPexoQual
ChIPexoQual provides a quality control pipeline of ChIP-exo nexus/data. It allows the quick evaluation of ChIP-exo/nexus data quality by directly operating on aligned read files and without requiring any complex statistical modelling or intensive computation such as identification of potential binding regions/events. This enables its broad application and versatile utility, and provide easy data evaluation before any statistical analysis for identifying binding events.
The overall pipeline follows the steps:
This version includes two additional modules:
a)
ExoDataSubsamplingto subsample N1 < … < N reads and repeat the the first 4 steps.b)
ExoDataBlackliststo partition the ChIP islands into two collections based on their overlap with a set of blacklisted regions.To install the package, it is easiest to use:
References
Welch R, Chung D, Grass J, Landick R, and Keles S. “Data Exploration, Quality Control, and Statistical Analysis of ChIP-exo/nexus Experiments” (in preparation)