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Cooler: scalable storage for Hi-C data and other genomically labeled arrays
Nezar Abdennur1, Leonid A Mirny1,2
1Institute for Medical Engineering and Science, Cambridge, MA 02139, USA.
Bioinformatics (Oxford, England)
|July 11, 2019
Summary
We developed Cooler, a sparse data format for efficient storage and analysis of 2D genomic interaction maps. This format supports scalable algorithms for analyzing large epigenomic datasets.
Area of Science:
- Genomics
- Bioinformatics
- Computational Biology
Background:
- Existing epigenomic datasets are primarily one-dimensional.
- Newer technologies generate two-dimensional genomic interaction maps.
- Dense storage of these maps incurs high computational and storage costs.
Purpose of the Study:
- To develop a data storage strategy for multidimensional genomic datasets.
- To address the need for efficient compression and random access in genomic data.
- To facilitate the development of scalable algorithms for genomic data analysis.
Main Methods:
- Developed a sparse data model file format named cooler.
- Utilized HDF5 as the underlying storage technology.
- Created a Python library and command-line tools for cooler data manipulation.
Main Results:
- Cooler supports genomically labeled matrices at any resolution.
- The format accommodates diverse data descriptions, resolutions, and metadata.
- Cooler has been adopted as a standard by the NIH 4D Nucleome Consortium.
Conclusions:
- Cooler provides an efficient solution for storing and accessing 2D genomic interaction data.
- The format's flexibility and efficiency support scalable genomic data analysis.
- Cooler is a valuable tool for researchers working with large-scale epigenomic datasets.
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