Download full-text PDF |
Source |
---|---|
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3980143 | PMC |
http://dx.doi.org/10.1186/1758-2946-6-S1-O10 | DOI Listing |
J Comput Aided Mol Des
October 2024
Bayer AG, Pharmaceuticals, Structural Biology & Computational Design, Wuppertal, Germany.
Angew Chem Int Ed Engl
January 2025
Natural Products Research Institute, College of Pharmacy, Seoul National University, 1 Gwanak-ro, Gwanak-gu, 08826, Seoul, Republic of Korea.
JACS Au
September 2024
DP Technology, Beijing 100089, China.
Integrating scientific principles into machine learning models to enhance their predictive performance and generalizability is a central challenge in the development of AI for Science. Herein, we introduce Uni-p , a novel framework that successfully incorporates thermodynamic principles into machine learning modeling, achieving high-precision predictions of acid dissociation constants (p ), a crucial task in the rational design of drugs and catalysts, as well as a modeling challenge in computational physical chemistry for small organic molecules. Uni-p utilizes a comprehensive free energy model to represent molecular protonation equilibria accurately.
View Article and Find Full Text PDFFree Radic Res
October 2024
Institute for Information Technologies, Department of Science, University of Kragujevac, Kragujevac, Serbia.
This study examined the antiradical activity of three synthesized coumarin derivatives: ()-3-(1-((2-hydroxyphenyl)amino)ethylidene)-2,4-dioxochroman-7-yl acetate (), ()-3-(1-((3-hydroxyphenyl)amino)ethylidene)-2,4-dioxochroman-7-yl acetate (), and ()-3-(1-((4-hydroxyphenyl)amino)ethylidene)-2,4-dioxochroman-7-yl acetate () against HOO•/O2•- radical species. The investigation included electron spin resonance (ESR) measurements and a DFT kinetic study. Thermodynamic and kinetic parameters of antiradical mechanisms-Formal Hydrogen Atom Transfer (-HAT), Radical Adduct Formation (RAF), Sequential Proton Loss followed by Electron Transfer (SPLET), and Single-Electron Transfer followed by Proton Transfer (SET-PT)-were evaluated using the Quantum Mechanics-based test for Overall Free Radical Scavenging Activity (QM-ORSA) under physiological conditions.
View Article and Find Full Text PDFChem Biodivers
November 2024
Organic Chemistry Research Laboratory, School of Chemical Sciences, Solapur University, Solapur, Maharashtra, 413255, India.
This study focuses on the design and synthesis of 3-substituted-2-oxindole derivatives aimed at developing dual-active molecules with anti-cancer and anti-inflammatory properties. The molecules were designed with diverse structural and functional features while adhering to Lipinski, Veber, and Leeson criteria. Physicochemical properties were assessed using SWISSADME to ensure drug-likeness and favourable pharmacokinetics.
View Article and Find Full Text PDFEnter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!