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Filling the Gap in LogP $$ LogP $$ and pK a $$ {pK}_a $$ Evaluation for Saturated Fluorine-Containing Derivatives With Machine Learning 填补的差距LogP pKa评价饱和含氟衍生物和机器学习
IF 3.4 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-01-13 DOI: 10.1002/jcc.70002
Oleksandr Gurbych, Petro Pavliuk, Dmytro Krasnienkov, Oleksandr Liashuk, Kostiantyn Melnykov, Oleksandr O. Grygorenko
<div> <p>Lipophilicity and acidity/basicity are fundamental physical properties that profoundly affect the compound's pharmacological activity, bioavailability, metabolism, and toxicity. Predicting lipophilicity, measured by <span></span><math> <semantics> <mrow> <mtext>LogP</mtext> </mrow> <annotation>$$ LogP $$</annotation> </semantics></math> (1-octanol–water distribution coefficient logarithm), and acidity/basicity, measured by <span></span><math> <semantics> <mrow> <msub> <mi>pK</mi> <mi>a</mi> </msub> </mrow> <annotation>$$ {pK}_a $$</annotation> </semantics></math> (negative of acid ionization constant logarithm), is essential for early drug discovery success. However, the limited availability of experimental data and poor accuracy of standard <span></span><math> <semantics> <mrow> <mtext>LogP</mtext> </mrow> <annotation>$$ LogP $$</annotation> </semantics></math> and <span></span><math> <semantics> <mrow> <msub> <mi>pK</mi> <mi>a</mi> </msub> </mrow> <annotation>$$ {pK}_a $$</annotation> </semantics></math> assessment methods for saturated fluorine-containing derivatives pose a significant challenge to achieving satisfactory results for this compound class. To overcome this challenge, we compiled a unique dataset of saturated fluorinated and corresponding non-fluorinated derivatives with <span></span><math> <semantics> <mrow> <mtext>LogP</mtext> </mrow> <annotation>$$ LogP $$</annotation> </semantics></math> and <span></span><math> <semantics> <mrow> <msub> <mi>pK</mi> <mi>a</mi> </msub> </mrow> <annotation>$$ {pK}_a $$</annotation> </semantics></math> experimental values. Aiming to create an optimal approach to acidity/basicity and lipophilicity prediction, we evaluated, trained from scratch, or fine-tuned more than 40 machine learning models, including linear, tree-based, and neural networks. The study was supplemented with a substructure mask explanation (SME), which confirmed the critical role of the fluorinated substituents on both physicochemical properties studied and testified to the consistency of the developed models. The results were open-sourced as a GitHub repository, pip, conda packages, and a KNIME node, allowing the public to perform the targeted molecular design of the proposed class of compounds.</p> </di
亲脂性和酸碱度是影响化合物药理活性、生物利用度、代谢和毒性的基本物理性质。通过LogP $$ LogP $$(1-辛醇-水分布系数对数)和pKa $$ {pK}_a $$(负的酸电离常数对数)来预测亲脂性和酸碱度,对于早期药物发现的成功至关重要。然而,饱和含氟衍生物的实验数据可用性有限,标准LogP $$ LogP $$和pKa $$ {pK}_a $$评估方法的准确性较差,这对获得令人满意的该类化合物结果构成了重大挑战。为了克服这一挑战,我们编制了具有LogP $$ LogP $$和pKa $$ {pK}_a $$实验值的饱和氟化和相应的非氟化衍生物的独特数据集。为了创建酸度/碱度和亲脂性预测的最佳方法,我们评估、从头开始训练或微调了40多种机器学习模型,包括线性、基于树的和神经网络。该研究还补充了一个子结构掩膜解释(SME),证实了氟化取代基对所研究的物理化学性质的关键作用,并证明了所开发模型的一致性。结果以GitHub存储库、pip、conda包和KNIME节点的形式开源,允许公众执行所提议的化合物类别的靶向分子设计。
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引用次数: 0
Coherent Excitation of the CH Stretching Vibrations in C2H4+: The Role of the Derivative Coupling Studied by the Quantum Ehrenfest Method C2H4+中CH拉伸振动的相干激发:量子Ehrenfest方法研究的导数耦合的作用
IF 3.4 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-01-11 DOI: 10.1002/jcc.70028
Thierry Tran, Graham A. Worth, Michael A. Robb

We report nonadiabatic dynamics computations on C2H4+ initiated on a coherent superposition of the five lowest cationic states, employing the Quantum Ehrenfest method. In addition to the totally symmetric carbon–carbon double bond stretch and carbon-hydrogen stretches, we see that the three non-totally symmetric modes become stimulated; torsion and three different CH stretching patterns. Thus, a coherent superposition of states, of the type involved in an attochemistry experiment, leads to the stimulation of specific non-totally symmetric motions. The computations were also performed on the specific combination of the A and C states. In each case normal mode 9 (cis-asymmetric H2CCH2 stretch), out of the set of non-totally-symmetric normal modes, dominates. Thus, we can steer the nuclear motion along specific non-totally symmetric normal modes using a defined coherent superposition.

本文采用量子Ehrenfest方法计算了5个最低正离子态相干叠加引发的C2H4+的非绝热动力学。除了完全对称的碳碳双键拉伸和碳氢键拉伸外,我们还看到三种非完全对称模式被激发;三种不同的C - H拉伸模式。因此,原子化学实验中所涉及的状态的相干叠加导致特定的非完全对称运动的刺激。对A态和C态的具体组合也进行了计算。在每种情况下,在非完全对称的正常模式中,正常模式9(顺式不对称的H2CCH2拉伸)占主导地位。因此,我们可以使用一个定义的相干叠加来引导核运动沿着特定的非完全对称正模运动。
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引用次数: 0
A Cost-Effective Computational Strategy for the Electronic Layout Characterization of a Second Generation Light-Driven Molecular Rotary Motor in Solution 一种具有成本效益的计算策略用于第二代光驱动分子旋转电机的电子布局表征
IF 3.4 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-01-11 DOI: 10.1002/jcc.70023
Raoul Carfora, Federico Coppola, Paola Cimino, Alessio Petrone, Nadia Rega

Light-driven molecular rotary motors are nanometric machines able to convert light into unidirectional motions. Several types of molecular motors have been developed to better respond to light stimuli, opening new avenues for developing smart materials ranging from nanomedicine to robotics. They have great importance in the scientific research across various disciplines, but a detailed comprehension of the underlying ultrafast photophysics immediately after photo-excitation, that is, Franck–Condon region characterization, is not fully achieved yet. For this aim, it is first required to rely on an accurate description at ab initio level of the system in this potential energy region before performing any further step, that is, dynamics. Thus, we present an extensive investigation aimed at accurately describing the electronic structure of low-lying electronic states (electronic layout) of a molecular rotor in the Franck–Condon region, belonging to the class of overcrowded alkenes: 9-(2-methyl-2,3-dihydro-1H-cyclopenta[a]naphthalen-1-ylidene)-9H-fluorene. This system was chosen since its photophysics is very interesting for a more general understanding of similar compounds used as molecular rotors, where low-lying electronic states can be found (whose energetic interplay is crucial in the dynamics) and where the presence of different substituents can tune the HOMO-LUMO gap. For this scope, we employed different theory levels within the time-dependent density functional theory framework, presenting also a careful comparison adopting very accurate post Hartree–Fock methods and characterizing also the different conformations involved in the photocycle. Effects on the electronic layout of different functionals, basis sets, environment descriptions, and the role of the dispersion correction were all analyzed in detail. In particular, a careful treatment of the solvent effects was here considered in depth, showing how the implicit solvent description can be accurate for excited states in the Franck–Condon region by testing both linear-response and state-specific formalisms. As main results, we chose two cost-effective (accurate but relatively cheap) theory levels for the ground and excited state descriptions, and we also verified how choosing these different levels of theory can influence the curvature of the potential via a frequency analysis of the normal modes of vibrations active in the Raman spectrum. This theoretical survey is a crucial step towards a feasible characterization of the early stage of excited states in solution during photoisomerization processes wherein multiple electronic states might be populated upon the light radiation, leading to a future molecular-level interpretation of time-resolved spectroscopies.

光驱动分子旋转马达是一种纳米机器,能够将光转化为单向运动。为了更好地响应光刺激,已经开发了几种类型的分子马达,为开发从纳米医学到机器人技术的智能材料开辟了新的途径。它们在各个学科的科学研究中具有重要意义,但光激发后立即对潜在的超快光物理的详细理解,即Franck-Condon区域表征,尚未完全实现。为了达到这个目的,首先需要依赖于系统在这个势能区域的从头算水平上的准确描述,然后再进行任何进一步的步骤,即动力学。因此,我们提出了一项广泛的研究,旨在准确描述frank - condon区分子转子的低洼电子态(电子布局)的电子结构,它属于一类过度拥挤的烯烃:9‐(2‐甲基‐2,3‐二氢‐1H‐环戊[a]萘‐1‐乙基)‐9H‐芴。选择这个系统是因为它的光物理非常有趣,可以更广泛地理解用作分子转子的类似化合物,其中可以找到低洼的电子态(其能量相互作用在动力学中至关重要),并且不同取代基的存在可以调节HOMO - LUMO间隙。为此,我们在时间依赖的密度泛函理论框架内采用了不同的理论水平,采用非常精确的Hartree-Fock后方法进行了仔细的比较,并描述了光循环中涉及的不同构象。详细分析了不同功能、基集、环境描述以及色散校正对电子布局的影响。特别地,这里对溶剂效应进行了深入的仔细处理,通过测试线性响应和状态特定形式,展示了隐式溶剂描述如何能够准确地描述frank - condon区域的激发态。作为主要结果,我们选择了两个具有成本效益(准确但相对便宜)的理论水平来描述基态和激发态,并且我们还通过对拉曼光谱中活跃的正常振动模式的频率分析验证了选择这些不同水平的理论如何影响势的曲率。这一理论研究是对光异构化过程中溶液中激发态早期阶段的可行表征的关键一步,其中多个电子态可能在光辐射上填充,从而导致未来对时间分辨光谱的分子水平解释。
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引用次数: 0
goChem: A Composable Library for Multi-Scale Computational Chemistry Data Analysis goChem:一个可组合的多尺度计算化学数据分析库
IF 3.4 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-01-11 DOI: 10.1002/jcc.70004
Moisés Domínguez, Verónica A. Jiménez, Gökcen Savasci, Rocío Araya-Osorio, Janne Pesonen, Raúl Mera-Adasme

Data analysis is a major task for Computational Chemists. The diversity of modeling tools currently available in Computational Chemistry requires the development of flexible analysis tools that can adapt to different systems and output formats. As a contribution to this need, we report the implementation of goChem, a versatile open-source library for multiscale analysis of computational chemistry data. The library, written in and for the Go programming language, allows for easy integration of different levels of theory, in an easy-to-use API, allowing the development of both one-use and complex analysis programs in Go. We describe the library and detail some selected applications that illustrate the capabilities and potential of this tool. The library is available at http://gochem.org.

数据分析是计算化学家的一项主要任务。目前计算化学中可用的建模工具的多样性要求开发灵活的分析工具,以适应不同的系统和输出格式。为了满足这一需求,我们报告了goChem的实现,这是一个用于计算化学数据多尺度分析的通用开源库。该库是用Go编程语言编写的,允许在一个易于使用的API中轻松集成不同层次的理论,允许在Go中开发一次性和复杂的分析程序。我们描述了该库,并详细介绍了一些选定的应用程序,这些应用程序说明了该工具的功能和潜力。该图书馆可在http://gochem.org上找到。
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引用次数: 0
COX-2 Inhibitor Prediction With KNIME: A Codeless Automated Machine Learning-Based Virtual Screening Workflow 用KNIME预测COX-2抑制剂:基于无代码自动机器学习的虚拟筛选工作流程
IF 3.4 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-01-11 DOI: 10.1002/jcc.70030
Powsali Ghosh, Ashok Kumar, Sushil Kumar Singh

Cyclooxygenase-2 (COX-2) is an enzyme that plays a crucial role in inflammation by converting arachidonic acid into prostaglandins. The overexpression of enzyme is associated with conditions such as cancer, arthritis, and Alzheimer's disease (AD), where it contributes to neuroinflammation. In silico virtual screening is pivotal in early-stage drug discovery; however, the absence of coding or machine learning expertise can impede the development of reliable computational models capable of accurately predicting inhibitor compounds based on their chemical structure. In this study, we developed an automated KNIME workflow for predicting the COX-2 inhibitory potential of novel molecules by building a multi-level ensemble model constructed with five machine learning algorithms (i.e., Logistic Regression, K-Nearest Neighbors, Decision Tree, Random Forest, and Extreme Gradient Boosting) and various molecular and fingerprint descriptors (i.e., AtomPair, Avalon, MACCS, Morgan, RDKit, and Pattern). Post-applicability domain filtering, the final majority voting-based ensemble model achieved 90.0% balanced accuracy, 87.7% precision, and 86.4% recall on the external validation set. The freely accessible workflow empowers users to swiftly and effortlessly predict COX-2 inhibitors, eliminating the need for any prior knowledge in machine learning, coding, or statistical modeling, significantly broadening its accessibility. While beginners can seamlessly use the tool as is, experienced KNIME users can leverage it as a foundation to build advanced workflows, driving further research and innovation.

环氧合酶-2 (COX-2)是一种通过将花生四烯酸转化为前列腺素在炎症中起关键作用的酶。酶的过度表达与癌症、关节炎和阿尔茨海默病(AD)等疾病有关,在这些疾病中,它会导致神经炎症。计算机虚拟筛选是早期药物发现的关键;然而,缺乏编码或机器学习专业知识可能会阻碍可靠的计算模型的发展,这些计算模型能够根据其化学结构准确预测抑制剂化合物。在这项研究中,我们开发了一个自动化的KNIME工作流,用于预测新分子的COX-2抑制电位,通过构建一个多层集成模型,该模型由五种机器学习算法(即逻辑回归、k近邻、决策树、随机森林和极端梯度增强)和各种分子和指纹描述符(即AtomPair、Avalon、MACCS、Morgan、RDKit和Pattern)构建。经过适用性域过滤,最终基于多数投票的集成模型在外部验证集上达到90.0%的平衡准确率、87.7%的精度和86.4%的召回率。自由访问的工作流程使用户能够快速,毫不费力地预测COX-2抑制剂,消除了对机器学习,编码或统计建模方面的任何先验知识的需求,显着扩大了其可访问性。虽然初学者可以无缝地使用该工具,但经验丰富的KNIME用户可以利用它作为构建高级工作流程的基础,从而推动进一步的研究和创新。
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引用次数: 0
Photodissociation of Cr(CO) 4 bpy $$ mathrm{Cr}{left(mathrm{CO}right)}_4mathrm{bpy} $$ : A Non-Adiabatic Dynamics Investigation Cr(CO)4bpy光解:非绝热动力学研究
IF 3.4 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-01-11 DOI: 10.1002/jcc.70021
Bartosz Ciborowski, Morgane Vacher

Carbonyl complexes of d6$$ {d}^6 $$ metals with an α-diimine ligand exhibit both emission and ligand-selective photodissociation from MLCT states. Studying this photodissociative mechanism is challenging for experimental approaches due to an ultrafast femtosecond timescale and spectral overlap of multiple photoproducts. The photochemistry of a prototypical system Cr(CO)4bpy$$ mathrm{Cr}{left(mathrm{CO}right)}_4mathrm{bpy} $$ is investigated with non-adiabatic dynamic simulations. Obtained 86 fs lifetime of the bright S3$$ {S}_3 $$ state and 13% quantum yield are in good agreement with experimental data. The present simulations suggest a ballistic mechanism of photodissociation, which is irrespective of the occupied electronic state. This is in contrast to the previously established mechanism of competitive intersystem crossing and dissociation. Selectivity of axial photodissociation is shown to be caused by the absence of an avoided crossing in the equatorial direction.

含有α-二亚胺配体的d6 $$ {d}^6 $$金属羰基配合物在MLCT状态下表现出发射和配体选择性光解。由于超快飞秒时间尺度和多个光产物的光谱重叠,研究这种光解机制对实验方法具有挑战性。采用非绝热动力学模拟研究了典型体系Cr(CO)4bpy $$ mathrm{Cr}{left(mathrm{CO}right)}_4mathrm{bpy} $$的光化学性质。获得了亮S3 $$ {S}_3 $$状态的86秒寿命和13秒寿命% quantum yield are in good agreement with experimental data. The present simulations suggest a ballistic mechanism of photodissociation, which is irrespective of the occupied electronic state. This is in contrast to the previously established mechanism of competitive intersystem crossing and dissociation. Selectivity of axial photodissociation is shown to be caused by the absence of an avoided crossing in the equatorial direction.
{"title":"Photodissociation of \u0000 \u0000 \u0000 \u0000 \u0000 Cr(CO)\u0000 \u0000 \u0000 4\u0000 \u0000 \u0000 bpy\u0000 \u0000 $$ mathrm{Cr}{left(mathrm{CO}right)}_4mathrm{bpy} $$\u0000 : A Non-Adiabatic Dynamics Investigation","authors":"Bartosz Ciborowski,&nbsp;Morgane Vacher","doi":"10.1002/jcc.70021","DOIUrl":"10.1002/jcc.70021","url":null,"abstract":"<p>Carbonyl complexes of <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <msup>\u0000 <mrow>\u0000 <mi>d</mi>\u0000 </mrow>\u0000 <mrow>\u0000 <mn>6</mn>\u0000 </mrow>\u0000 </msup>\u0000 </mrow>\u0000 <annotation>$$ {d}^6 $$</annotation>\u0000 </semantics></math> metals with an α-diimine ligand exhibit both emission and ligand-selective photodissociation from MLCT states. Studying this photodissociative mechanism is challenging for experimental approaches due to an ultrafast femtosecond timescale and spectral overlap of multiple photoproducts. The photochemistry of a prototypical system <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <msub>\u0000 <mrow>\u0000 <mtext>Cr(CO)</mtext>\u0000 </mrow>\u0000 <mrow>\u0000 <mn>4</mn>\u0000 </mrow>\u0000 </msub>\u0000 <mtext>bpy</mtext>\u0000 </mrow>\u0000 <annotation>$$ mathrm{Cr}{left(mathrm{CO}right)}_4mathrm{bpy} $$</annotation>\u0000 </semantics></math> is investigated with non-adiabatic dynamic simulations. Obtained 86 fs lifetime of the bright <span></span><math>\u0000 <semantics>\u0000 <mrow>\u0000 <msub>\u0000 <mrow>\u0000 <mi>S</mi>\u0000 </mrow>\u0000 <mrow>\u0000 <mn>3</mn>\u0000 </mrow>\u0000 </msub>\u0000 </mrow>\u0000 <annotation>$$ {S}_3 $$</annotation>\u0000 </semantics></math> state and 13% quantum yield are in good agreement with experimental data. The present simulations suggest a ballistic mechanism of photodissociation, which is irrespective of the occupied electronic state. This is in contrast to the previously established mechanism of competitive intersystem crossing and dissociation. Selectivity of axial photodissociation is shown to be caused by the absence of an avoided crossing in the equatorial direction.</p>","PeriodicalId":188,"journal":{"name":"Journal of Computational Chemistry","volume":"46 2","pages":""},"PeriodicalIF":3.4,"publicationDate":"2025-01-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/jcc.70021","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142961947","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
From Antipsychotic to Neuroprotective: Computational Repurposing of Fluspirilene as a Potential PDE5 Inhibitor for Alzheimer's Disease 从抗精神病药到神经保护:计算重新利用Fluspirilene作为阿尔茨海默病的潜在PDE5抑制剂
IF 3.4 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-01-11 DOI: 10.1002/jcc.70029
Kunal Bhattacharya, Atanu Bhattacharjee, Manodeep Chakraborty, Dibyajyoti Das, Keshav Raj Paudel

Phosphodiesterase 5 (PDE5) inhibitors have shown great potential in treating Alzheimer's disease by improving memory and cognitive function. In this study, we evaluated fluspirilene, a drug commonly used to treat schizophrenia, as a potential PDE5 inhibitor using computational methods. Molecular docking revealed that fluspirilene binds strongly to PDE5, supported by hydrophobic and aromatic interactions. Molecular dynamics simulations confirmed that the fluspirilene–PDE5 complex is stable and maintains its structural integrity over time. Binding energy calculations further highlighted favorable interactions, indicating that the drug forms a strong and stable bond with PDE5. Additional analyses, including studies of protein dynamics and energy landscape mapping, revealed how the drug interacts dynamically with PDE5, adapting to different conformations and maintaining stability. These findings suggest that fluspirilene may modulate PDE5 activity, potentially offering therapeutic benefits for Alzheimer's disease. This study provides strong evidence for repurposing fluspirilene as a treatment for Alzheimer's and lays the foundation for further experimental and clinical investigations.

磷酸二酯酶5 (PDE5)抑制剂通过改善记忆和认知功能在治疗阿尔茨海默病方面显示出巨大的潜力。在这项研究中,我们使用计算方法评估了常用于治疗精神分裂症的药物fluspirilene作为潜在的PDE5抑制剂。分子对接显示,在疏水和芳香相互作用的支持下,fluspirilene与PDE5结合强烈。分子动力学模拟证实,fluspirilene-PDE5配合物是稳定的,并随着时间的推移保持其结构完整性。结合能计算进一步突出了有利的相互作用,表明药物与PDE5形成了强而稳定的键。其他分析,包括蛋白质动力学和能量景观图的研究,揭示了药物如何与PDE5动态相互作用,适应不同的构象并保持稳定性。这些发现表明,fluspirilene可能调节PDE5活性,可能对阿尔茨海默病有治疗作用。本研究为重新利用fluspiilene治疗阿尔茨海默病提供了强有力的证据,并为进一步的实验和临床研究奠定了基础。
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引用次数: 0
Exploring Mechanism and Kinetics of 1,4-Dioxane Oxidative Degradation by OH Radical: A Computational Quantum Chemistry Investigation OH自由基氧化降解1,4-二氧六烷的机理和动力学研究:计算量子化学研究
IF 3.4 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-01-11 DOI: 10.1002/jcc.70018
Gustavo Gomes de Sousa, João B. L. Martins, José Roberto dos Santos Politi

This study aims to shed light on the mechanism and kinetics of 1,4-dioxane degradation by hydroxyl radical (OH) across various solvation conditions to evaluate electronic and structural properties at the MP2/aug-cc-pVTZ level. Transition states (TS) structures determined in the gas phase and SMD solvation model reveal similar hydrogen abstraction patterns. In contrast, the explicit solvation model (ES) introduces significant changes, suggesting a kinetic preference for axial pathways. The reaction rate constants, employing Deformed Transition State Theory (d-TST), are consistently higher for axial abstraction. The preference for axial hydrogen abstraction, solvation effects on transition states, and temperature-dependent rate constants are highlighted. Furthermore, the identification of carbon–carbon orbital distortion suggests potential bond breakage. This research provides valuable insights into the reaction between 1,4-dioxane and OH radical across different solvation models and enhances the understanding of the advanced oxidative process.

本研究旨在阐明羟基自由基(OH)在不同溶剂化条件下降解1,4-二恶烷的机理和动力学,以评估MP2/ augg -cc- pvtz水平上的电子和结构性质。在气相和SMD溶剂化模型中确定的过渡态(TS)结构揭示了相似的氢提取模式。相比之下,显式溶剂化模型(ES)引入了显著的变化,表明对轴向途径的动力学偏好。采用变形过渡态理论(d-TST)的反应速率常数在轴向抽象中始终较高。强调了轴向抽氢的偏好,溶剂化对过渡态的影响以及温度依赖的速率常数。此外,碳-碳轨道畸变的识别表明潜在的键断裂。本研究对1,4-二氧六环和OH自由基在不同溶剂化模式下的反应提供了有价值的见解,并增强了对高级氧化过程的理解。
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引用次数: 0
Extending the MST Model to Large Biomolecular Systems: Parametrization of the ddCOSMO-MST Continuum Solvation Model 将MST模型扩展到大型生物分子系统:ddCOSMO - MST连续溶剂化模型的参数化
IF 3.4 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-01-11 DOI: 10.1002/jcc.70027
R. D. Cunha, S. Romero-Téllez, F. Lipparini, F. J. Luque, C. Curutchet

Continuum solvation models such as the polarizable continuum model and the conductor-like screening model are widely used in quantum chemistry, but their application to large biosystems is hampered by their computational cost. Here, we report the parametrization of the Miertus–Scrocco–Tomasi (MST) model for the prediction of hydration free energies of neutral and ionic molecules based on the domain decomposition formulation of COSMO (ddCOSMO), which allows a drastic reduction of the computational cost by several orders of magnitude. We also introduce several novelties in MST, like a new definition of atom types based on hybridization and an automatic setup of the cavity for charged regions. The model is parametrized at the B3LYP/6-31+G(d) and PM6 levels of theory and compared to the performance of IEFPCM/MST. Then, we demonstrate the robustness of the parametrization on the SAMPL2, SAMPL4, and C10 datasets. The ddCOSMO/MST models provide errors of ~0.8 and ~3.2 kcal/mol for neutrals and ions, respectively, showing a remarkable balanced and accurate description of cations and anions.

连续介质溶剂化模型如极化连续介质模型和类导体筛选模型在量子化学中被广泛应用,但它们在大型生物系统中的应用受到其计算成本的限制。在这里,我们报告了miertus - scocco - tomasi (MST)模型的参数化,该模型用于预测中性和离子分子的水化自由能,该模型基于COSMO (ddCOSMO)的域分解公式,可以将计算成本大幅降低几个数量级。我们还介绍了MST中的一些新颖之处,如基于杂化的原子类型的新定义和带电区腔的自动设置。该模型在理论的B3LYP/6‐31+G(d)和PM6水平上进行参数化,并与IEFPCM/MST的性能进行比较。然后,我们在SAMPL2、SAMPL4和C10数据集上证明了参数化的鲁棒性。ddCOSMO/MST模型对中性和离子的误差分别为~0.8和~3.2 kcal/mol,对阳离子和阴离子的描述非常平衡和准确。
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引用次数: 0
Practical Machine Learning Strategies. I. Correcting the MMFF Molecular Mechanics Model to More Accurately Provide Conformational Energy Differences in Flexible Organic Molecules 实用机器学习策略。1 .修正MMFF分子力学模型,更准确地提供柔性有机分子的构象能差异
IF 3.4 3区 化学 Q2 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2025-01-05 DOI: 10.1002/jcc.70016
Thomas Hehre, Philip E. Klunzinger, Bernard Deppmeier, William Ohlinger, Warren Hehre

A correction to the MMFF molecular mechanics model, based on a neural network trained to reproduce conformer energy differences obtained from ωB97X-V/6-311+G(2df,2p)[6-311G*]//MMFF calculations is described. It is supported for molecules containing H, C, N, O, F, S, Cl, and Br. The correction adds only slightly to the cost of MMFF, and the resulting corrected model is several orders of magnitude faster than ωB97X-V/6-311+G(2df,2p)[6-311G*]. It properly identifies the lowest energy conformer for 82% of the molecules in a test set of flexible organic molecules (3553 total conformers), compared with 38% for MMFF. While the corrected MMFF model cannot be expected to provide sufficiently accurate Boltzmann weights for use in spectra and property calculations on flexible molecules, it is able to reduce the number of “reasonable” conformers that need to be passed on to more rigorous computational models, that can.

描述了一种基于神经网络的MMFF分子力学模型的修正,该神经网络可以再现从ωB97X-V/6-311+G(2df,2p)[6-311G*]//MMFF计算中得到的共形能差。它支持含有H、C、N、O、F、S、Cl和Br的分子。修正只稍微增加了MMFF的成本,修正后的模型比ωB97X-V/6-311+G(2df,2p)[6-311G*]快了几个数量级。在一组柔性有机分子(总共3553个构象)的测试中,它正确识别了82%的分子的最低能量构象,而MMFF的这一比例为38%。虽然修正后的MMFF模型不能提供足够精确的玻尔兹曼权重,用于柔性分子的光谱和性质计算,但它能够减少需要传递给更严格的计算模型的“合理”构象的数量。
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Journal of Computational Chemistry
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