Quasi-SMILES as a basis to build up models of endpoints for nanomaterials

Environ Technol. 2023 Dec;44(28):4460-4467. doi: 10.1080/09593330.2022.2093655. Epub 2022 Jun 30.

Abstract

Simplified molecular input-line entry system (SMILES) is a format for representing of the molecular structure. Quasi-SMILES is an extended format for representing molecular structure data and some eclectic data, which in principle could be applied to improve a model's predictive potential. Nano-quantitative structure-property relationships (nano-QSPRs) for energy gap (Eg, eV) of the metals oxide nanoparticles based on the quasi-SMILES give a predictive model for Eg, characterized by the following statistical quality for external validation set n = 22, R2 = 0.83, RMSE = 0.267.

Keywords: Nano-QSPR; correlation intensity index; energy gap; index of ideality of correlation; metal oxide nanoparticle.

MeSH terms

  • Metal Nanoparticles*
  • Molecular Structure
  • Monte Carlo Method
  • Nanostructures*
  • Oxides
  • Quantitative Structure-Activity Relationship
  • Software

Substances

  • Oxides