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Electronic and nuclear quantum effects on proton transfer reactions of guanine–thymine (G-T) mispairs using combined quantum mechanical/molecular mechanical and machine learning potentials
Newspaper article   Open access   Peer reviewed

Electronic and nuclear quantum effects on proton transfer reactions of guanine–thymine (G-T) mispairs using combined quantum mechanical/molecular mechanical and machine learning potentials

Yujun Tao, Timothy J. Giese and Darrin M. York
Molecules, Vol.29(11), p.2703
06/06/2024

Abstract

DNA mispair PIMD tautomerization Machine Learning
Rare tautomeric forms of nucleobases can lead to Watson–Crick-like (WC-like) mispairs in DNA, but the process of proton transfer is fast and difficult to detect experimentally. NMR studies show evidence for the existence of short-time WC-like guanine–thymine (G-T) mispairs; however, the mechanism of proton transfer and the degree to which nuclear quantum effects play a role are unclear. We use a B-DNA helix exhibiting a wGT mispair as a model system to study tautomerization reactions. We perform ab initio (PBE0/6-31G*) quantum mechanical/molecular mechanical (QM/MM) simulations to examine the free energy surface for tautomerization. We demonstrate that while the ab initio QM/MM simulations are accurate, considerable sampling is required to achieve high precision in the free energy barriers. To address this problem, we develop a QM/MM machine learning potential correction (QM/MM-∆MLP) that is able to improve the computational efficiency, greatly extend the accessible time scales of the simulations, and enable practical application of path integral molecular dynamics to examine nuclear quantum effects. We find that the inclusion of nuclear quantum effects has only a modest effect on the mechanistic pathway but leads to a considerable lowering of the free energy barrier for the GT*⇌G*T equilibrium. Our results enable a rationalization of observed experimental data and the prediction of populations of rare tautomeric forms of nucleobases and rates of their interconversion in B-DNA.
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