bioRxivPharmacology & ToxicologyPreprint
Database for drug metabolism and comparisons, NICEdrug.ch, aids discovery and design
H. MohammadiPeyhani, A. Chiappino-Pepe, K. Haddadi, J. Hafner, N. Hadadi, V. Hatzimanikatis
Abstract
The discovery of a drug requires over a decade of enormous research and financial investments--and still has a high risk of failure. To reduce this burden, we developed the NICEdrug.ch database, which incorporates 250,000 bio-active molecules, and studied their metabolic targets, fate, and toxicity. NICEdrug.ch includes a unique fingerprint that identifies reactive similarities between drug-drug and drug-metabolite pairs. We use NICEdrug.ch to evaluate inhibition and toxicity by the anticancer drug 5-fluorouracil, and suggest avenues to alleviate its side effects. Clustering based on this fingerprint in statins identified drugs for repurposing. We propose shikimate 3-phosphate for targeting liver-stage malaria with minimal impact on the human host cell. Finally, NICEdrug.ch suggests over 1,300 drugs and food molecules to target COVID-19 and explains their inhibitory mechanisms. The NICEdrug.ch database is accessible online to systematically identify the reactivity of small molecules and druggable enzymes with practical applications in lead discovery and drug repurposing.
- assay: metabolomics
- research focus: drug response / drug discovery
- research focus: perturbation response prediction
- research focus: benchmarking
- research focus: database / resource
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Uncovering new drug properties in target-based drug-drug similarity networks
Lucreția Udrescu, Paul Bogdan, … Mihai Udrescu·PharmaceuticsPeer-reviewed·Sep 16, 2020
- EK-DRD: a comprehensive database for drug repositioning inspired by experimental knowledge
Chongze Zhao, Xi Dai, … Ling Wang·Journal of Chemical Information and ModelingPeer-reviewed·Aug 21, 2019
- MeFSAT: A curated natural product database specific to secondary metabolites of medicinal fungi
R.P. Vivek-Ananth, Ajaya Kumar Sahoo, … Areejit Samal·RSC AdvancesPeer-reviewed·Jan 1, 2021
- A machine learning and network framework to discover new indications for small molecules
C. Gilvary, J. Elkhader, … O. Elemento·bioRxiv·Aug 28, 2019
- DrugMechDB: A Curated Database of Drug Mechanisms
Adriana Carolina Gonzalez-Cavazos, Anna Tańska, … Andrew I. Su·Scientific DataPeer-reviewed·Sep 16, 2023
- PeruNPDB: The Peruvian Natural Products Database for in silico drug screening
Haruna Luz Barazorda-Ccahuana, Lena Gálvez Ranilla, … Miguel Á. Chávez‐Fumagalli·Scientific ReportsPeer-reviewed·May 10, 2023