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利用量子力学/分子力学和机器学习势能组合研究鸟嘌呤-胸腺嘧啶(G-T)错配质子转移反应的电子和核量子效应。

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.

机构信息

Laboratory for Biomolecular Simulation Research, Institute for Quantitative Biomedicine and Department of Chemistry and Chemical Biology, Rutgers University, Piscataway, NJ 08854, USA.

出版信息

Molecules. 2024 Jun 6;29(11):2703. doi: 10.3390/molecules29112703.

DOI:10.3390/molecules29112703
PMID:38893576
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11173453/
Abstract

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 (PBE0/6-31G*) quantum mechanical/molecular mechanical (QM/MM) simulations to examine the free energy surface for tautomerization. We demonstrate that while the 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-ΔMLP) 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.

摘要

碱基的罕见互变异构形式可能导致 DNA 中出现 Watson-Crick 类似(WC 类似)的错配,但质子转移的过程很快,难以在实验中检测到。NMR 研究表明存在短时间的 WC 类似的鸟嘌呤-胸腺嘧啶(G-T)错配的证据;然而,质子转移的机制以及核量子效应的作用程度尚不清楚。我们使用一个表现出 wGT 错配的 B-DNA 螺旋作为模型系统来研究互变异构反应。我们进行(PBE0/6-31G*)量子力学/分子力学(QM/MM)模拟,以研究互变异构的自由能表面。我们证明,虽然 QM/MM 模拟是准确的,但需要相当大的采样才能实现自由能势垒的高精度。为了解决这个问题,我们开发了一个 QM/MM 机器学习势能校正(QM/MM-ΔMLP),它能够提高计算效率,大大扩展模拟的可访问时间尺度,并使路径积分分子动力学能够实际应用于研究核量子效应。我们发现,核量子效应的包含对机械途径只有适度的影响,但会导致 GT* ⇌ G*T 平衡的自由能势垒大大降低。我们的结果使观察到的实验数据合理化,并预测了 B-DNA 中碱基罕见互变异构形式的丰度及其相互转化的速率。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d79/11173453/afdf95c00886/molecules-29-02703-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d79/11173453/62b4967c5792/molecules-29-02703-g001.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d79/11173453/d77002c6efb2/molecules-29-02703-g003.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d79/11173453/fa47ee8885cb/molecules-29-02703-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d79/11173453/cd78380086e1/molecules-29-02703-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d79/11173453/afdf95c00886/molecules-29-02703-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d79/11173453/62b4967c5792/molecules-29-02703-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d79/11173453/c7d6767950e3/molecules-29-02703-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d79/11173453/d77002c6efb2/molecules-29-02703-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d79/11173453/6a3cc3a951b1/molecules-29-02703-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d79/11173453/fa47ee8885cb/molecules-29-02703-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d79/11173453/cd78380086e1/molecules-29-02703-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4d79/11173453/afdf95c00886/molecules-29-02703-g007.jpg

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