Publications by authors named "El-Shaima A Arafa"
Deep learning in drug discovery: a futuristic modality to materialize the large datasets for cheminformatics.
J Biomol Struct Dyn
October 2022
Article Synopsis
- AI development mimics the human brain to tackle challenges in the pharmaceutical industry, which faces inefficiencies with traditional methods like high throughput screening (HTS).
- Deep learning (DL) techniques are being adopted to improve research and development, utilizing multi-oriented algorithms for various drug-related processes, including QSAR analysis and clinical trials.
- The study shows that advanced algorithms such as CNN, DNN, and multi-task learning can effectively create high-quality databases for drug design, with applications seen in repurposing existing drugs for Covid-19 treatment.