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. 2024 Jul 19;15(1):6086.
doi: 10.1038/s41467-024-50408-8.

Electron iso-density surfaces provide a thermodynamically consistent representation of atomic and molecular surfaces

Affiliations

Electron iso-density surfaces provide a thermodynamically consistent representation of atomic and molecular surfaces

Amin Alibakhshi et al. Nat Commun. .

Abstract

The surface area of atoms and molecules plays a crucial role in shaping many physiochemical properties of materials. Despite its fundamental importance, precisely defining atomic and molecular surfaces has long been a puzzle. Among the available definitions, a straightforward and elegant approach by Bader describes a molecular surface as an iso-density surface beyond which the electron density drops below a certain cut-off. However, so far neither this theory nor a decisive value for the density cut-off have been amenable to experimental verification due to the limitations of conventional experimental methods. In the present study, we employ a state-of-the-art experimental method based on the recently developed concept of thermodynamically effective (TE) surfaces to tackle this longstanding problem. By studying a set of 104 molecules, a close to perfect agreement between quantum chemical evaluations of iso-density surfaces contoured at a cut-off density of 0.0016 a.u. and experimental results obtained via thermodynamic phase change data is demonstrated, with a mean unsigned percentage deviation of 1.6% and a correlation coefficient of 0.995. Accordingly, we suggest the iso-density surface contoured at an electron density value of 0.0016 a.u. as a representation of the surface of atoms and molecules.

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Conflict of interest statement

The authors declare no competing interests.

Figures

Fig. 1
Fig. 1. Agreement of iso-density surfaces from quantum chemical calculations with experimental results.
The mean unsigned percentage error (MUPE) is plotted as a function of the electron iso-density cut-off. Source data are provided as a Source Data file.
Fig. 2
Fig. 2. Comparison of iso-density surfaces (in Å2) from quantum chemical calculations with experimental surfaces.
a, b Cut-off density 0.0016 a.u. c, d 0.002 a.u. e, f 0.001 a.u. The residuals are plotted at the right. Source data are provided as a Source Data file.
Fig. 3
Fig. 3. Iso-density surfaces of two low-energy conformers of 1-pentanethiol contoured at cut-off density of 0.0016 a.u.
The surface areas of 159.8 Å2 (left) and 149.2 Å2 (right) are significantly different from the experimentally determined surface (156.5 Å2). The Boltzmann averaged iso-density surface for multiple conformers is 157.2 Å2, in agreement with the experimental value.

References

    1. Alibakhshi, A. & Hartke, B. Implicitly perturbed Hamiltonian as a class of versatile and general-purpose molecular representations for machine learning. Nat. Commun.13, 1245 (2022). 10.1038/s41467-022-28912-6 - DOI - PMC - PubMed
    1. Herbert, J. M. Dielectric continuum methods for quantum chemistry. WIREs Comput. Mol. Sci.11, e1519 (2021).10.1002/wcms.1519 - DOI
    1. Alibakhshi, A. & Hartke, B. Improved prediction of solvation free energies by machine-learning polarizable continuum solvation model. Nat. Commun.12, 3584 (2021). 10.1038/s41467-021-23724-6 - DOI - PMC - PubMed
    1. Hu, X., Lenz-Himmer, M.-O. & Baldauf, C. Better force fields start with better data: A data set of cation dipeptide interactions. Sci. Data9, 327 (2022). 10.1038/s41597-022-01297-3 - DOI - PMC - PubMed
    1. Visscher, K. M. & Geerke, D. P. Deriving a polarizable force field for biomolecular building blocks with minimal empirical calibration. J. Phys. Chem. B124, 1628–1636 (2020). - PMC - PubMed

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