Discovery of drug mode of action and drug repositioning from transcriptional responses
University of Salerno · Telethon Institute Of Genetics And Medicine · +2 more institutions
Abstract
A bottleneck in drug discovery is the identification of the molecular targets of a compound (mode of action, MoA) and of its off-target effects. Previous approaches to elucidate drug MoA include analysis of chemical structures, transcriptional responses following treatment, and text mining. Methods based on transcriptional responses require the least amount of information and can be quickly applied to new compounds. Available methods are inefficient and are not able to support network pharmacology. We developed an automatic and robust approach that exploits similarity in gene expression profiles following drug treatment, across multiple cell lines and dosages, to predict similarities in drug effect and MoA. We…
Citation impact
- FWCI
- 51.14
- Percentile
- 100%
- References
- 48
Authors
11- FIFrancesco IorioCorresponding
University of Salerno, Telethon Institute Of Genetics And Medicine
- RBRoberta Bosotti
Nerviano Medical Sciences
- ESEmanuela Scacheri
Nerviano Medical Sciences
- VBVincenzo Belcastro
Telethon Institute Of Genetics And Medicine
- PMPratibha Mithbaokar
Telethon Institute Of Genetics And Medicine
Topics & keywords
- Computational biology
- DrugBank
- Mode of action
- Drug
- Drug discovery
- In silico
- Biology
- Drug action
- Good health and well-being