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Uniform genomic data analysis in the NCI Genomic Data Commons.
Zhenyu Zhang1, Kyle Hernandez1, Jeremiah Savage1,2
1Center for Translational Data Science, University of Chicago, Chicago, IL, USA.
Nature Communications
|February 23, 2021
Summary
The National Cancer Institute's Genomic Data Commons (GDC) offers a unified repository of cancer genomic and clinical data. This resource supports precision medicine research through data sharing and collaborative analysis.
Area of Science:
- Genomics
- Bioinformatics
- Cancer Research
Background:
- The National Cancer Institute (NCI) established the Genomic Data Commons (GDC) to address the need for standardized cancer data.
- Existing data repositories lacked uniform processing, hindering collaborative research and precision medicine initiatives.
Purpose of the Study:
- To describe the pipelines and workflows for processing and harmonizing genomic and clinical data within the GDC.
- To provide a comprehensive data repository supporting precision medicine research through data sharing and collaborative analysis.
Main Methods:
- Utilized an OpenStack-based private cloud for data production starting in June 2015.
- Processed over 50,000 raw sequencing data inputs and multiple other data types by June 2016.
- Employed the latest human genome reference build (GRCh38) for data generation, including aligned reads, somatic mutations, gene expression, miRNA expression, DNA methylation, and copy number variation.
Main Results:
- The GDC now houses uniformly processed genomic, epigenomic, proteomic, and clinical data from NCI TCGA and TARGET programs.
- A variety of data types have been generated, ranging from raw sequencing data to processed analytical outputs.
- Data is accessible via the GDC Data Portal and Legacy Archive for download and analysis.
Conclusions:
- The GDC provides a robust platform for accessing and analyzing large-scale cancer genomic and clinical data.
- The implemented pipelines ensure data uniformity, facilitating reproducible research and advancing precision medicine.
- The GDC promotes collaborative cancer research by making diverse datasets readily available to the scientific community.
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