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tcTKB: an integrated cardiovascular toxicity knowledge base for targeted cancer drugs
1Department of Epidemiology and Biostatistics, Institute of Computational Biology, School of Medicine, Case Western Reserve University, Cleveland OH 44106.
Abstract:
Targeted cancer drugs are often associated with unexpectedly high cardiovascular (CV) adverse events. Systematic approaches to studying CV events associated with targeted anticancer drugs have high potential for elucidating the complex pathways underlying targeted anti-cancer drugs. In this study, we built tcTKB, a comprehensive CV toxicity knowledge base for targeted cancer drugs, by extracting drug-CV pairs from five large-scale and complementary data sources. The data sources include FDA drug labels (44,979 labels), the FDA Adverse Event Reporting System (FAERS) (4,285,097 records), the Canada Vigilance Adverse Reaction Online Database (CVAROD) (1,107,752 records), published biomedical literature (21,354,075 records), and published full-text articles from the Journal of Oncology (JCO) (13,855 articles). tcTKB contains 14,351 drug-CV pairs for 45 targeted anticancer drugs and 1,842 CV events. We demonstrate that CV events positively correlate with drug target genes and drug metabolism genes, demonstrating that tcTKB in combination with other data resources, could facilitate our understanding of targeted anticancer drugs and their associated CV toxicities.
Insights
Targeted cancer drugs can cause cardiovascular issues. A new knowledge base, tcTKB, links 45 drugs to 1,842 cardiovascular events, aiding research into these toxicities.
Area of Science:
- Cardiovascular Medicine
- Pharmacology
- Bioinformatics
Background:
- Targeted cancer therapies are linked to significant cardiovascular adverse events.
- Understanding the complex mechanisms of these drug-induced toxicities is crucial.
Purpose of the Study:
- To develop a comprehensive knowledge base (tcTKB) for cardiovascular toxicity associated with targeted anticancer drugs.
- To facilitate the study of drug-CV pairs and underlying biological pathways.
Main Methods:
- Extracted drug-CV pairs from five large-scale data sources: FDA labels, FAERS, CVAROD, biomedical literature, and JCO articles.
- Compiled tcTKB with 14,351 drug-CV pairs for 45 targeted anticancer drugs and 1,842 CV events.
Main Results:
- The tcTKB database integrates diverse data, providing a rich resource for cardiovascular toxicity research.
- Demonstrated positive correlations between cardiovascular events and drug target/metabolism genes.
Conclusions:
- The tcTKB knowledge base is a valuable resource for understanding targeted anticancer drug toxicities.
- Integrating tcTKB with other data can advance research into cardiovascular adverse events associated with cancer therapies.
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