Structure Seer – a machine learning model for chemical structure elucidation from node labelling of a molecular graph

Author:

Sapegin Denis Andzheevich12ORCID,Bear Joseph C.1ORCID

Affiliation:

1. Department of Chemical and Pharmaceutical Sciences, Kingston University, Penrhyn Rd, Kingston upon Thames KT1 2EE, UK

2. Quantori, 625 Massachusetts Ave, Cambridge, MA 02139, USA

Abstract

We introduce a graph convolution based machine-learning model which provides a quantitative probabilistic prediction on the atom connectivity based on the composition of the molecule along with a list of atom-attributed isotropic shielding constants.

Publisher

Royal Society of Chemistry (RSC)

Reference34 articles.

1. N. E.Jacobsen , NMR Spectroscopy Explained , 2007 , 10.1002/9780470173350

2. NMR Spectroscopy: Basic Principles, Concepts and Applications in Chemistry , ed. H. Günther , Wiley-VCH , Weinheim, Germany , 3rd edn, 2013

3. Quantum-Chemical Simulation of 1H NMR Spectra. 2. Comparison of DFT-Based Procedures for Computing Proton–Proton Coupling Constants in Organic Molecules

4. Spectral Database for Organic Compounds, SDBSWeb , National Institute of Advanced Industrial Science and Technology , 07.08 2023 , https://sdbs.db.aist.go.jp

5. The NMR Spectral Measurement Database: A System for Organizing and Accessing NMR Spectra of Therapeutic Proteins

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