CCLE GDSC
CCLE GDSC integrates CCLE and GDSC datasets to analyze associations between next-generation sequencing gene expression profiles and drug sensitivity measured by drug screening across cancer cell lines.
Key Features:
- Drug Sensitivity Exploration: Investigates associations between drug sensitivity measures and gene expression across diverse anticancer agents and cancer cell lines.
- Gene Expression Associations: Provides predictive associations between gene expression levels (from next-generation sequencing) and therapeutic activity.
- Comprehensive Data Integration: Combines Cancer Cell Line Encyclopedia (CCLE) and Genomics of Drug Sensitivity in Cancer (GDSC) datasets encompassing genomic, molecular, and pharmacological data.
- Discovery and Validation Support: Supports identification and cross-validation of known and novel gene–drug sensitivity associations across multiple cell lines.
Scientific Applications:
- Personalized Medicine: Links tumor gene expression profiles to drug sensitivity patterns to inform selection of anticancer therapies.
- Drug Development: Identifies biomarkers of sensitivity or resistance to guide preclinical therapeutic and combination strategy development.
- Validation Studies: Validates hypotheses about gene expression impacts on drug response using integrated CCLE and GDSC datasets.
Methodology:
Large-scale CCLE and GDSC datasets—including next-generation sequencing gene expression profiles and drug screening results—are analyzed using computational techniques to correlate gene expression with drug sensitivity.
Topics
Details
- Tool Type:
- web application
- Operating Systems:
- Linux, Windows, Mac
- Added:
- 6/6/2018
- Last Updated:
- 11/25/2024
Operations
Publications
Qin Y, Conley AP, Grimm EA, Roszik J. A tool for discovering drug sensitivity and gene expression associations in cancer cells. PLOS ONE. 2017;12(4):e0176763. doi:10.1371/journal.pone.0176763. PMID:28453553. PMCID:PMC5409143.
PMID: 28453553
PMCID: PMC5409143
Funding: - MD Anderson Cancer Center SPORE in Melanoma P50: CA093459
- MD Anderson Cancer Center Support Grant: P30-CA016672