Suppr超能文献

量子力学方法可预测生化反应的精确热力学。

Quantum Mechanical Methods Predict Accurate Thermodynamics of Biochemical Reactions.

作者信息

Joshi Rajendra P, McNaughton Andrew, Thomas Dennis G, Henry Christopher S, Canon Shane R, McCue Lee Ann, Kumar Neeraj

机构信息

Pacific Northwest National Laboratory, Richland, Washington 99352, United States.

Argonne National Laboratory, 9700 S Cass Avenue, Lemont, Illinois 60439, United States.

出版信息

ACS Omega. 2021 Mar 25;6(14):9948-9959. doi: 10.1021/acsomega.1c00997. eCollection 2021 Apr 13.

Abstract

Thermodynamics plays a crucial role in regulating the metabolic processes in all living organisms. Accurate determination of biochemical and biophysical properties is important to understand, analyze, and synthetically design such metabolic processes for engineered systems. In this work, we extensively performed first-principles quantum mechanical calculations to assess its accuracy in estimating free energy of biochemical reactions and developed automated quantum-chemistry (QC) pipeline (https://appdev.kbase.us/narrative/45710) for the prediction of thermodynamics parameters of biochemical reactions. We benchmark the QC methods based on density functional theory (DFT) against different basis sets, solvation models, pH, and exchange-correlation functionals using the known thermodynamic properties from the NIST database. Our results show that QC calculations when combined with simple calibration yield a mean absolute error in the range of 1.60-2.27 kcal/mol for different exchange-correlation functionals, which is comparable to the error in the experimental measurements. This accuracy over a diverse set of metabolic reactions is unprecedented and near the benchmark chemical accuracy of 1 kcal/mol that is usually desired from DFT calculations.

摘要

热力学在调节所有生物体的代谢过程中起着至关重要的作用。准确测定生化和生物物理性质对于理解、分析和综合设计工程系统中的此类代谢过程至关重要。在这项工作中,我们广泛进行了第一性原理量子力学计算,以评估其在估计生化反应自由能方面的准确性,并开发了用于预测生化反应热力学参数的自动化量子化学(QC)管道(https://appdev.kbase.us/narrative/45710)。我们使用来自美国国家标准与技术研究院(NIST)数据库的已知热力学性质,针对不同的基组、溶剂化模型、pH值和交换关联泛函对基于密度泛函理论(DFT)的QC方法进行了基准测试。我们的结果表明,QC计算与简单校准相结合时,对于不同的交换关联泛函,平均绝对误差在1.60 - 2.27千卡/摩尔范围内,这与实验测量中的误差相当。在各种代谢反应中的这种准确性是前所未有的,接近通常期望从DFT计算获得的1千卡/摩尔的基准化学准确性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ef1e/8047721/3de8af9b37f1/ao1c00997_0002.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验