dbMCS
dbMCS curates a database of mutation markers that influence sensitivity or resistance to anti-cancer drugs to support precision oncology research.
Key Features:
- Curated Data Repository: Manually curated collection of 1271 mutations and 4427 mutation-disease-drug associations, categorized into sensitivity (3151) and resistance (1276), with each entry supported by PubMed-indexed articles.
- Mutation Impact Analysis: Provides analysis of how mutation markers affect highly conserved regions in DNA sequences and protein domains.
- Pleiotropic Effects Exploration: Highlights mutations that exhibit pleiotropic effects and may appear in both sensitivity and resistance categories depending on tumor context.
- Machine Learning Integration: Includes preliminary investigations using machine learning methods to predict mutation markers associated with drug sensitivity.
Scientific Applications:
- Precision Medicine: Supports development of personalized cancer treatments informed by mutation markers linked to drug response.
- Pharmacogenomics Research: Facilitates studies of the genetic basis of drug sensitivity and resistance and discovery of pharmacogenomic biomarkers.
- Targeted Therapy Development: Informs design of targeted therapies that exploit specific mutation markers to modulate treatment efficacy.
Methodology:
Manual literature curation from PubMed-indexed articles; comparative analysis of identified mutations with putative neutral polymorphisms; analysis of conservation in DNA sequences and protein domains; and preliminary machine learning-based predictive modeling.
Topics
Details
- Cost:
- Free of charge
- Tool Type:
- web application
- Operating Systems:
- Mac, Linux, Windows
- Added:
- 11/24/2021
- Last Updated:
- 11/24/2021
Operations
Publications
Shen Y, Zhang Y, Xue W, Yue Z. dbMCS: A Database for Exploring the Mutation Markers of Anti-Cancer Drug Sensitivity. IEEE Journal of Biomedical and Health Informatics. 2021;25(11):4229-4237. doi:10.1109/jbhi.2021.3100424. PMID:34314366.
PMID: 34314366
Funding: - Natural Science Young Foundation of Anhui: 2008085QF293
- Natural Science Young Foundation of Anhui Agricultural University: 2019zd12
- Introduction and Stabilization of Talent Project of Anhui Agricultural University: yj2019-32
- National Key Research and Development: 2017YFD0301303
- Graduate Innovation Fund of Anhui Agricultural University: 2021yjs-53