[HTML][HTML] Machine learning small molecule properties in drug discovery

N Schapin, M Majewski, A Varela-Rial, C Arroniz… - Artificial Intelligence …, 2023 - Elsevier
Abstract Machine learning (ML) is a promising approach for predicting small molecule
properties in drug discovery. Here, we provide a comprehensive overview of various ML …

Decision tree‐based identification of important molecular fragments for protein‐ligand binding

B Li, Y Wang, Z Yin, L Xu, L Xie… - Chemical Biology & Drug …, 2024 - Wiley Online Library
Fragment‐based drug design is an emerging technology in pharmaceutical research and
development. One of the key aspects of this technology is the identification and quantitative …

[HTML][HTML] Poor Generalization by Current Deep Learning Models for Predicting Binding Affinities of Kinase Inhibitors

WJG Ong, P Kirubakaran, J Karanicolas - bioRxiv, 2023 - ncbi.nlm.nih.gov
The extreme surge of interest over the past decade surrounding the use of neural networks
has inspired many groups to deploy them for predicting binding affinities of drug-like …

[HTML][HTML] Multimodal fused deep learning for drug property prediction: Integrating chemical language and molecular graph

X Lu, L Xie, L Xu, R Mao, X Xu, S Chang - Computational and Structural …, 2024 - Elsevier
Accurately predicting molecular properties is a challenging but essential task in drug
discovery. Recently, many mono-modal deep learning methods have been successfully …

Δομική ανάλυση και υπολογιστική στόχευση του υποδοχέα ορμόνης απελευθέρωσης αυξητικής ορμόνης με δυνητικά βιοδραστικά μόρια

Κ Τσιανάκας - 2023 - polynoe.lib.uniwa.gr
Η ορμόνη απελευθέρωσης αυξητικής ορμόνης (Growth Hormone Releasing Hormone,
GHRH) είναι ένα νευροπεπτίδιο που αποτελείται από 44 αμινοξέα και παράγεται στον …

Protein-ligand binding affinity prediction using combined molecular dynamics simulations and deep learning algorithms

PY Libouban - 2023 - theses.hal.science
Interactions of small molecules with their target proteins are essential to pharmaceutical
research. In vitro experiments were developed to measure the binding affinity of protein …