Introducing “Identification Probability” for Automated and Transferable Assessment of Metabolite Identification Confidence in Metabolomics and Related Studies

TO Metz, CH Chang, V Gautam, A Anjum… - Analytical …, 2024 - ACS Publications
Methods for assessing compound identification confidence in metabolomics and related
studies have been debated and actively researched for the past two decades. The earliest …

[HTML][HTML] Nuclear Magnetic Resonance and Artificial Intelligence

S Kuhn, RP de Jesus, RM Borges - Encyclopedia, 2024 - mdpi.com
This review explores the current applications of artificial intelligence (AI) in nuclear magnetic
resonance (NMR) spectroscopy, with a particular emphasis on small molecule chemistry …

The Natural Products Magnetic Resonance Database (NP-MRD) for 2025

DS Wishart, T Sajed, M Pin, EF Poynton… - Nucleic Acids …, 2025 - academic.oup.com
Abstract The Natural Products Magnetic Resonance Database (NP-MRD; https://np-mrd.
org) is a comprehensive, freely accessible, web-based resource for the deposition …

[HTML][HTML] Chemical shift prediction in 13C NMR spectroscopy using ensembles of message passing neural networks (MPNNs)

D Williamson, S Ponte, I Iglesias, N Tonge… - Journal of Magnetic …, 2024 - Elsevier
This study reports a deep learning approach that utilises message passing neural networks
(MPNNs) for predicting chemical shifts in 13 C NMR spectra of small molecules. MPNNs …

Computational and experimental study of terpolymers: spectroscopic, thermal, thermochemical, molecular property, and in silico toxicity analysis

N Çankaya, MH Kebiroglu, C Soykan - Drug and Chemical …, 2025 - Taylor & Francis
In this study, a comprehensive analysis of the CMA2OEM-co-DVB-co-AMPS (2-(bis
(cyanomethyl) amino)-2-oxoethyl methacrylate-co-divinylbenzene-co-2-acrylamido-2-methyl …

[HTML][HTML] A Complete 1H and 13C NMR Data Assignment for Three 3-[Substituted methylidene]-1H,3H-naphtho-[1,8-cd]-pyran-1-ones

D Stoitsov, M Marinov, P Penchev, M Frenkeva… - Crystals, 2024 - mdpi.com
A combination of 1D and 2D NMR techniques, including HMQC, HSQC, 1H-1H COSY and
HMBC, was used to provide completely assigned 1H and 13C NMR data for the structures of …

[PDF][PDF] A Complete 1H and 13C NMR Data Assignment for Three 3-[Substituted Methylidene]-1H, 3H-Naphtho-[1, 8-cd]-Pyran-1-Ones. Crystals 2024, 14, 871

D Stoitsov, M Marinov, P Penchev, M Frenkeva… - 2024 - researchgate.net
A combination of 1D and 2D NMR techniques, including HMQC, HSQC, 1H-1H COSY and
HMBC, was used to provide completely assigned 1H and 13C NMR data for the structures of …