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Wettability behavior of DTMS modified SiO2: Experimental and molecular dynamics study DTMS 改性二氧化硅的润湿行为:实验和分子动力学研究
IF 2.9 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-02 DOI: 10.1016/j.jmgm.2024.108786
Chen-Xiang Wang , Ning Wang , Xu-Sheng Li , Xue-Fen Zhang

In this research, the wetting behavior of SiO2 modified with dodecyltrimethoxysilane (DTMS) was explored using both experimental and molecular dynamics (MD) simulation approaches. The experimental results reveal that DTMS can chemically bond to the SiO2 surface, and the contact angle (CA) reaches the maximum value of 157.7° when the mass of DTMS is twice that of SiO2. The different wetting behaviors caused by DTMS grafting were analyzed by CA fitting, ionic pairs, concentration distribution, molecule orientation, and interfacial interaction energy. The results demonstrate that a 25 % DTMS grafting rate resulted in a maximum CA of 158.2°, which is ascribed to the disruption of interfacial hydrogen bonding and changes in the hydration structure caused by DTMS grafting. Moreover, the above hydrophobic SiO2 model shows a slight decrease in CA as the water temperature increases, which is consistent with the experimental findings. In contrast, an opposite change was observed for the pristine SiO2 model. Although the higher water temperature enhances the diffusion capacity of water molecules in both models, the difference in interfacial interactions is responsible for the change in CA. We hope this finding will contribute to a deeper understanding of the wetting adjustment of SiO2.

本研究采用实验和分子动力学(MD)模拟方法探讨了用十二烷基三甲氧基硅烷(DTMS)修饰的二氧化硅的润湿行为。实验结果表明,DTMS 可与 SiO2 表面发生化学键合,当 DTMS 的质量是 SiO2 质量的两倍时,接触角(CA)达到最大值 157.7°。通过 CA 拟合、离子对、浓度分布、分子取向和界面相互作用能分析了 DTMS 接枝引起的不同润湿行为。结果表明,25% 的 DTMS 接枝率导致最大 CA 为 158.2°,这是由于 DTMS 接枝破坏了界面氢键并改变了水合结构。此外,随着水温的升高,上述疏水性 SiO2 模型的 CA 值略有下降,这与实验结果一致。相比之下,原始 SiO2 模型则出现了相反的变化。虽然较高的水温增强了两种模型中水分子的扩散能力,但界面相互作用的差异是导致 CA 变化的原因。我们希望这一发现有助于加深对二氧化硅润湿调节的理解。
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引用次数: 0
Aptamer biosensor design for the detection of endocrine-disrupting chemicals small organic molecules using novel bioinformatics methods 利用新型生物信息学方法设计用于检测干扰内分泌的化学物质和小分子有机物的 Aptamer 生物传感器
IF 2.9 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-02 DOI: 10.1016/j.jmgm.2024.108785
Imren Bayıl , Md. Sarowar Hossain , Sonia Tamanna , Md Jamir Uddin , F.M. Mashood Ahamed , Yousef A. Bin Jardan , Mohammed Bourhia , Tugba Taskin Tok

Endocrine-disrupting chemicals (EDCs) are substances that can disrupt the normal functioning of hormones.Using aptamers, which are biological recognition elements, biosensors can quickly and accurately detect EDCs in environmental samples. However, the elucidation of aptamer structures by conventional methods is highly challenging due to their complexity.

This has led to the development of three-dimensional aptamer structures based on different models and techniques. To do this, we developed a way to predict the 3D structures of the SS DNA needed for this sequence by starting with an aptamer sequence that has biosensor properties specific to bisphenol-A (BPA), one of the chemicals found in water samples that can interfere with hormones. In addition, we will elucidate the intermolecular mechanisms and binding affinity between aptamers and endocrine disruptors using bioinformatics techniques such as molecular docking, molecular dynamics simulation, and binding energies. The outcomes of our study are to compare modeling programs and force fields to see how reliable they are and how well they agree with results found in the existing literature, to understand the intermolecular mechanisms and affinity of aptamer-based biosensors, and to find a new way to make aptamers that takes less time and costs less.

内分泌干扰化学物质(EDCs)是能干扰激素正常功能的物质。利用生物识别元件--适配体,生物传感器可以快速准确地检测环境样本中的 EDCs。然而,由于其复杂性,用传统方法阐明适配体结构极具挑战性。为此,我们开发了一种方法,从一个具有生物传感器特性的适配体序列入手,预测该序列所需的 SS DNA 的三维结构,该适配体序列特异于双酚 A(BPA),而双酚 A 是水样中发现的可干扰激素的化学物质之一。此外,我们还将利用生物信息学技术,如分子对接、分子动力学模拟和结合能,阐明适配体与内分泌干扰物之间的分子间机制和结合亲和力。我们的研究成果是对建模程序和力场进行比较,以了解它们的可靠性以及与现有文献中发现的结果的吻合程度,了解基于适配体的生物传感器的分子间机理和亲和力,并找到一种耗时少、成本低的制造适配体的新方法。
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引用次数: 0
Interaction between hydroxymethanesulfonic acid and several organic compounds and its atmospheric significance 羟甲基磺酸与几种有机化合物的相互作用及其对大气的意义
IF 2.9 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-26 DOI: 10.1016/j.jmgm.2024.108782
Dong-Ping Chen , Wen Ma , Chun-Hong Yang, Ming Li, Zhao-Zhen Zhou, Yang Zhang, Zheng-Jun Quan

The interactions of the micro-mechanism of hydroxymethanesulfonic acid (HMSA) with the typical small organic molecule in atmospheric (X = methanol, formaldehyde, formic acid, methyl formate, dimethyl ether, acetone) has been investigated by density functional theory (DFT), quantum theory of atoms in molecules (QTAIM), Generalized Kohn-Sham Enery Decomposition Analysis (GKS−EDA) and the atmospheric clusters dynamic code (ACDC). The results of DFT show that the stable six− to eight−membered ring structures are easily formed in HMSA−X clusters. According to the topological analysis results of the AIM theory and the IRI method, a strong hydrogen bonding interaction is present in the complex. GKS−EDA results show that electrostatic energy is the main contributor to the interaction energy as it accounts for 51 %–55 % of the total attraction energy. The evaporation rates of HMSA−HMSA and HMSA−HCOOH clusters were much lower than those of the other HMSA complexes. In addition, the Gibbs energy of formation (ΔG) of HMSA−X dimers is investigated under atmosphere temperature T = 217–298 K and p = 0.19–1.0 atm, the ΔG decreased with decreasing of the atmosphere temperature and increased with the decrease of atmospheric pressure, indicating that the low temperature and high pressure may significantly facilitate to the formation of dimers.

通过密度泛函理论(DFT)、分子中原子量子理论(QTAIM)、广义 Kohn-Sham Enery 分解分析(GKS-EDA)和大气簇动态代码(ACDC)研究了羟甲基磺酸(HMSA)与大气中典型有机小分子(X = 甲醇、甲醛、甲酸、甲酸甲酯、二甲醚、丙酮)的相互作用微观机制。DFT 结果表明,在 HMSA-X 簇中很容易形成稳定的六到八元环结构。根据 AIM 理论和 IRI 方法的拓扑分析结果,复合物中存在很强的氢键相互作用。GKS-EDA 结果表明,静电能是相互作用能的主要贡献者,占总吸引能的 51 %-55 %。HMSA-HMSA 和 HMSA-HCOOH 团簇的蒸发率远远低于其他 HMSA 复合物。此外,在大气温度 T = 217-298 K 和大气压 p = 0.19-1.0 的条件下,研究了 HMSA-X 二聚体形成的吉布斯能(ΔG)。
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引用次数: 0
Molecular dynamics simulations of choline chloride and ascorbic acid deep eutectic solvents: Investigation of structural and dynamics properties 氯化胆碱和抗坏血酸深度共晶溶剂的分子动力学模拟:结构和动力学特性研究
IF 2.9 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-26 DOI: 10.1016/j.jmgm.2024.108784
Kexin Cheng, Xuchen Xu, Jilun Song, Yu Chen, Zigui Kan, Caolong Li

Deep eutectic solvents (DESs) composed of choline chloride (ChCl) and ascorbic acid (AA) were investigated using the molecular dynamics (MD) simulations. The analyses of the configuration, radial distribution function (RDFs), coordination number, spatial distribution function (SDFs), interaction energies, hydrogen bond number, and self-diffusion coefficient of the ChCl/AA binary systems of different concentrations showed that the stability of the hydrogen bond network and the mutual attraction between systems were the strongest at the experimental eutectic concentration (molar ratio of 2:1). In our simulated temperature range from 303.15 to 353.15 K, the hydrogen bonding network of ChCl/AA DES does not undergo considerable alterations, indicating that its stability was insensitive to temperature. In addition, the influence of the water content on the ChCl/AA DES system was further investigated. The simulated results revealed that the water molecules could disrupt the formation of the hydrogen bonding network by occupyin positions that are essential for the formation of hydrogen bonds within the DES system.

利用分子动力学(MD)模拟研究了氯化胆碱(ChCl)和抗坏血酸(AA)组成的深共晶溶剂(DES)。对不同浓度 ChCl/AA 二元体系的构型、径向分布函数(RDF)、配位数、空间分布函数(SDF)、相互作用能、氢键数和自扩散系数的分析表明,在实验共晶浓度(摩尔比为 2:1)下,氢键网络的稳定性和体系间的相互吸引力最强。在我们模拟的 303.15 至 353.15 K 的温度范围内,ChCl/AA DES 的氢键网络没有发生很大的变化,表明其稳定性对温度不敏感。此外,我们还进一步研究了水含量对 ChCl/AA DES 系统的影响。模拟结果表明,水分子占据了 DES 系统中形成氢键所必需的位置,从而破坏了氢键网络的形成。
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引用次数: 0
Atomistic understanding of Ti3C2 MXene membrane performance for separation of nitrate ions from aqueous solutions 从原子论角度理解从水溶液中分离硝酸根离子的 Ti3C2 MXene 膜性能
IF 2.9 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-25 DOI: 10.1016/j.jmgm.2024.108781
Zahra Tavakkoli , Peyman Mohammad Valizadeh Maleki , Jafar Azamat , Esmaeil Zaminpayma , Hamid Erfan-Niya

Water desalination, which is a reliable method for providing drinking water and a suitable solution, as well as the membrane filtration method in wastewater treatment, has increased significantly in recent years. In this research, the separation of nitrite and nitrate ions from aqueous solutions was done using the MXene membrane of the Ti3C2 type using molecular dynamics simulation. In this study, various parameters, such as pore size MXene structure, characteristics of cavities, applied pressure, and flux were investigated. To investigate the removal of toxic pollutants from water, water flux, potential mean force, distribution of water molecules, and density were investigated. The results showed that the amount of penetration through the membrane increased with the increase in pressure. It was observed that by applying pressure to the system, the number of water molecules accumulated in front of the membrane decreases because they quickly pass through the membrane, which indicates the positive effect of increasing pressure on the separation rate of molecules. The permeability of this membrane was several times higher than the existing membranes in the industry. So that Mexene membranes, which consist of at least two layers, can repel ions with 100 % success.

海水淡化是提供饮用水的一种可靠方法,也是一种合适的解决方案,同时也是废水处理中的膜过滤方法,近年来,海水淡化量大幅增加。本研究利用分子动力学模拟,使用 Ti3C2 类型的 MXene 膜从水溶液中分离亚硝酸盐和硝酸根离子。在这项研究中,研究了各种参数,如孔径、MXene 结构、空腔特征、施加压力和通量。为了研究水中有毒污染物的去除情况,研究了水流量、势均力、水分子分布和密度。结果表明,膜的渗透量随着压力的增加而增加。据观察,向系统施加压力后,膜前积聚的水分子数量会减少,因为它们会迅速穿过膜,这表明压力的增加对分子分离率有积极影响。这种膜的渗透性比行业内现有的膜高出数倍。因此,至少由两层膜组成的 Mexene 膜可以 100%成功地排斥离子。
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引用次数: 0
DRTerHGAT: A drug repurposing method based on the ternary heterogeneous graph attention network DRTerHGAT:基于三元异质图注意网络的药物再利用方法
IF 2.9 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-24 DOI: 10.1016/j.jmgm.2024.108783
Hongjian He , Jiang Xie , Dingkai Huang , Mengfei Zhang , Xuyu Zhao , Yiwei Ying , Jiao Wang

Drug repurposing is an effective method to reduce the time and cost of drug development. Computational drug repurposing can quickly screen out the most likely associations from large biological databases to achieve effective drug repurposing. However, building a comprehensive model that integrates drugs, proteins, and diseases for drug repurposing remains challenging. This study proposes a drug repurposing method based on the ternary heterogeneous graph attention network (DRTerHGAT). DRTerHGAT designs a novel protein feature extraction process consisting of a large-scale protein language model and a multi-task autoencoder, so that protein features can be extracted accurately and efficiently from amino acid sequences. The ternary heterogeneous graph of drug-protein-disease comprehensively considering the relationships among the three types of nodes, including three homogeneous and three heterogeneous relationships. Based on the graph and the extracted protein features, the deep features of the drugs and the diseases are extracted by graph convolutional networks (GCN) and heterogeneous graph node attention networks (HGNA). In the experiments, DRTerHGAT is proven superior to existing advanced methods and DRTerHGAT variants. DRTerHGAT's powerful ability for drug repurposing is also demonstrated in Alzheimer's disease.

药物再利用是减少药物开发时间和成本的有效方法。计算药物再利用可以从大型生物数据库中快速筛选出最可能的关联,从而实现有效的药物再利用。然而,建立一个整合药物、蛋白质和疾病的药物再利用综合模型仍具有挑战性。本研究提出了一种基于三元异构图注意网络(DRTerHGAT)的药物再利用方法。DRTerHGAT 设计了一种由大规模蛋白质语言模型和多任务自动编码器组成的新型蛋白质特征提取流程,从而可以从氨基酸序列中准确、高效地提取蛋白质特征。药物-蛋白质-疾病三元异质图综合考虑了三类节点之间的关系,包括三种同质关系和三种异质关系。基于图和提取的蛋白质特征,利用图卷积网络(GCN)和异构图节点注意网络(HGNA)提取药物和疾病的深度特征。实验证明,DRTerHGAT 优于现有的先进方法和 DRTerHGAT 变体。DRTerHGAT 在阿尔茨海默病药物再利用方面的强大能力也得到了证实。
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引用次数: 0
Mechanistic studies of adsorption and ion exchange of Si(OH)4 molecules on the surface of scorodites 蝎石表面 Si(OH)4 分子的吸附和离子交换机理研究
IF 2.9 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-22 DOI: 10.1016/j.jmgm.2024.108779
Manjiao Chen , Wang Guo , Xinjun Hu , Jianping Tian

Scorodites are commonly used for arsenic immobilization, and it is also the main component of arsenic bearing tailings. Alkali-activated geopolymers are commonly used to landfill arsenic-bearing minerals. However, there no previous studies have explored the interaction between geopolymer molecules and the surface of scorodite. In this paper, Si(OH)4 as a monomer molecule of geopolymer, the mechanism of adsorption and ‘ion exchange’ between Si(OH)4 molecule and the surface of scorodite during alkali-activation is studied. Results show that the Fe-terminated scorodite (010) surface has high stability. Si(OH)4 are more easily adsorbed on the hollow site of an Fe-terminated scorodite (010) surface, which is described as chemisorption. Compared with Si(OH)4, NaOH is easier to adsorb on an Fe-terminated scorodite (010) surface. The co-adsorption of NaOH and Si(OH)4 on the Fe-terminated scorodite (010) surface was studied, and also belongs to chemical adsorption. When the hydroxyl binds to the As atom, the adsorbed Si(OH)4 is more likely to undergo an ‘ion exchange’ reaction with the surface, and the reaction is barrierless. The intermediate As(OH)4 produced by the ‘ion exchange’ reaction can be deprotonated to form an arsenate molecule, which can occur spontaneously. This work reveals that the interaction mechanism of geopolymer molecules on surface of scorodite.

硼砂常用于固定砷,也是含砷尾矿的主要成分。碱活性土工聚合物通常用于填埋含砷矿物。然而,以前没有研究探讨过土工聚合物分子与蝎尾石表面之间的相互作用。本文以 Si(OH)4 作为土工聚合物的单体分子,研究了碱活化过程中 Si(OH)4 分子与蝎尾石表面的吸附和 "离子交换 "机理。结果表明,以 Fe 结尾的蝎尾石(010)表面具有很高的稳定性。Si(OH)4更容易吸附在Fe封端蝎尾石(010)表面的空心部位,这被称为化学吸附。与 Si(OH)4 相比,NaOH 更容易吸附在铁端蝎尾石(010)表面。研究发现,NaOH 和 Si(OH)4 在铁端蝎尾石 (010) 表面的共吸附也属于化学吸附。当羟基与 As 原子结合时,吸附的 Si(OH)4 更容易与表面发生 "离子交换 "反应,而且反应是无障碍的。离子交换 "反应产生的中间产物 As(OH)4 可被去质子化,形成砷酸盐分子,这种反应可自发发生。这项研究揭示了土工聚合物分子与菱镁矿表面的相互作用机理。
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引用次数: 0
Temperature effects and molecular insights towards the optimization of polyvinyl alcohol as adsorbent of organic pollutants from aqueous solution 优化聚乙烯醇作为水溶液中有机污染物吸附剂的温度效应和分子见解。
IF 2.9 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-20 DOI: 10.1016/j.jmgm.2024.108780
Victoria T. Adeleke, Madison Lasich

One of the easier methods of wastewater treatment is adsorption due to its simplicity in implementation, environmental friendliness, and economic feasibility. Polyvinyl alcohol (PVA) looks promising as an adsorbent due to its biocompatible, non-toxic, water-soluble and eco-friendly nature. The investigation of PVA for its potential in the adsorption of pollutants has been reported in many studies but the mechanistic understanding of the adsorption is poor. The present study used a theoretical approach through density functional theory and Monte Carlo with molecular dynamics simulations to investigate the adsorption mechanism behaviors of model organic molecules (bromothymol blue (BTB), methylene blue (MB), metronidazole (MNZ) and tetracycline (TC)) on PVA surface. The quantum chemical calculations result showed that with the increase in PVA chains (2, 4, 8, 16, and 32 units), the zero-point energy decreases (from −308.79 to −4922.93 kcal/mol) while the dipole moment increases (from 4.37 to 87.52 Debye). Temperature effect on the PVA chain structures showed the same trends for all the chain units and with the increase in temperature (50–600 K), there are no appreciable changes in zero-point energy, enthalpy energy increases while Gibbs free energy decreases. Considering PVA-pollutant complexes, the effects of temperature on the structures showed that there are no appreciable changes in the zero-point energy, Gibbs free and thermal energies increase with an increase in temperature while the kinetic rate of reactions decreases with an increase in temperature. The enthalpy of the reaction showed different trends with antibiotic and dye complexes. In all the thermodynamic properties investigated and the rate of reaction, the order of affinity of the pollutants with PVA followed TC > MNZ > MB > BTB. Monte Carlo simulation was used to investigate the adsorption behavior of the pollutants on the surface of PVA. The negative adsorption energies (−366.56 to −2266.81 kcal/mol) in terms of affinity towards the pollutants on the surface of PVA followed the sequence TC > MNZ > BTB > MB and the molecular dynamic simulation results followed the same order. The obtained results give valuable insights into the mechanism and performance of PVA as an adsorbent. Most of these computational observations are in good agreement with the available experimental results.

吸附法是废水处理中比较简单的方法之一,因为它简单易行、对环境友好且具有经济可行性。聚乙烯醇(PVA)具有生物相容性、无毒、水溶性和环保性,因此很有希望成为一种吸附剂。许多研究都报道了 PVA 在吸附污染物方面的潜力,但对其吸附机理的了解还很欠缺。本研究采用密度泛函理论和蒙特卡罗分子动力学模拟的理论方法,研究了模型有机分子(溴百里酚蓝 (BTB)、亚甲蓝 (MB)、甲硝唑 (MNZ) 和四环素 (TC))在 PVA 表面的吸附机理行为。量子化学计算结果表明,随着 PVA 链(2、4、8、16 和 32 个单位)的增加,零点能降低(从 -308.79 到 -4922.93 kcal/mol),而偶极矩增加(从 4.37 到 87.52 Debye)。温度对 PVA 链结构的影响在所有链单元中都表现出相同的趋势,随着温度的升高(50-600 K),零点能没有明显变化,焓能增加,而吉布斯自由能降低。温度对 PVA-污染物复合物结构的影响表明,零点能没有明显变化,吉布斯自由能和热能随温度升高而增加,而反应动力学速率随温度升高而降低。抗生素和染料复合物的反应热焓呈现出不同的趋势。在所有研究的热力学性质和反应速率中,污染物与 PVA 的亲和性顺序依次为 TC > MNZ > MB > BTB。蒙地卡罗模拟用于研究污染物在 PVA 表面的吸附行为。就 PVA 表面对污染物的亲和力而言,负吸附能(-366.56 至 -2266.81 kcal/mol)依次为 TC > MNZ > BTB > MB,分子动力学模拟结果也遵循相同的顺序。所得结果为了解 PVA 作为吸附剂的机理和性能提供了宝贵的见解。大部分计算结果与现有的实验结果非常吻合。
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引用次数: 0
Atomistic study of CoCrCuFeNi high entropy alloy nanoparticles: Role of chemical complexity CoCrCuFeNi 高熵合金纳米颗粒的原子研究:化学复杂性的作用
IF 2.9 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-19 DOI: 10.1016/j.jmgm.2024.108776
Alice Vermale , Lilian Khelladi , Javier Rojas-Nunez , Samuel Baltazar , José Rogan , Max Ramirez , Fiorella Roco , Felipe J. Valencia

High entropy alloy nanoparticles are envisaged as one of the most interesting materials compared to monoatomic materials due to their modulated properties in terms of their convenient surface-to-volume ratio. However, studies are still missing to unveil how composition or nanoparticle size can influence nanoparticle morphology. Based on molecular dynamics simulations, we perform a structural characterization as a function of nanoparticle size and the chemical composition of high entropy alloy nanoparticles subject to multiple annealing cycles. After the multiple thermal loads, we observe a substantial migration of copper atoms towards the np surface, consistent with the experimental results of Cu-based high entropy alloys. The resulting high entropy alloy nanoparticle behaves as a core–shell nanostructure with a rich fcc phase on the surface (50% of Cu) and 5% fcc phase in the nanoparticle core. Inspecting the nanoparticle surface, it is observed that high entropy alloy nanoparticles have a lack of surface facets, leading to a more spherical shape, quite different from mono-metallic nanoparticles with a high number of facets. Performing an average atoms simulation, it showed that nanoparticles are prone to form 111 surface facets independent of the nanoparticle size, suggesting that for high entropy alloy nanoparticles, the chemical complexity avoids the formation of surface facets. The latter can be explained in terms of the lattice distortion inducing tensile/compressive stress that drives the surface reconstruction. All in all our results match extremely well with experimental evidence of FeNiCrCoCu nanocrystalline materials, explaining the Cu segregation in terms of surface energy and mixing enthalpy criteria. We believe that our results provide a detailed characterization of high entropy nanoparticles focusing on how chemical complexity induces morphological changes compared to mono-crystalline nanoparticles. Besides, our findings are valuable for experimental works aimed at designing the shape and composition of multicomponent nanoparticles.

与单原子材料相比,高熵合金纳米粒子被认为是最有趣的材料之一,因为它们的表面与体积比易于调节。然而,目前仍缺少揭示成分或纳米粒子尺寸如何影响纳米粒子形态的研究。基于分子动力学模拟,我们对经过多次退火循环的高熵合金纳米粒子进行了结构表征,并将其作为纳米粒子尺寸和化学成分的函数。经过多次热负荷后,我们观察到铜原子向纳米颗粒表面大量迁移,这与铜基高熵合金的实验结果一致。由此产生的高熵合金纳米粒子表现为核壳纳米结构,表面富含 fcc 相(50% 的铜),纳米粒子核心含有 5% 的 fcc 相。通过观察纳米粒子表面,可以发现高熵合金纳米粒子的表面缺乏刻面,因此形状更像球形,这与刻面数量较多的单金属纳米粒子截然不同。进行平均原子模拟后发现,纳米粒子容易形成 111 个表面刻面,这与纳米粒子的大小无关,表明对于高熵合金纳米粒子,化学复杂性避免了表面刻面的形成。后者可以用晶格畸变引起的拉伸/压缩应力驱动表面重构来解释。总之,我们的结果与铁镍铬钴铜纳米晶材料的实验证据非常吻合,可以从表面能和混合焓标准的角度解释铜偏析。我们相信,我们的研究结果提供了高熵纳米粒子的详细特征,重点是与单晶纳米粒子相比,化学复杂性如何诱导形态变化。此外,我们的发现对于旨在设计多组分纳米粒子的形状和组成的实验工作也很有价值。
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引用次数: 0
ProtTrans and multi-window scanning convolutional neural networks for the prediction of protein-peptide interaction sites 用于预测蛋白质-肽相互作用位点的 ProtTrans 和多窗口扫描卷积神经网络
IF 2.9 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-17 DOI: 10.1016/j.jmgm.2024.108777
Van-The Le , Zi-Jun Zhan , Thi-Thu-Phuong Vu , Muhammad-Shahid Malik , Yu-Yen Ou

This study delves into the prediction of protein-peptide interactions using advanced machine learning techniques, comparing models such as sequence-based, standard CNNs, and traditional classifiers. Leveraging pre-trained language models and multi-view window scanning CNNs, our approach yields significant improvements, with ProtTrans standing out based on 2.1 billion protein sequences and 393 billion amino acids. The integrated model demonstrates remarkable performance, achieving an AUC of 0.856 and 0.823 on the PepBCL Set_1 and Set_2 datasets, respectively. Additionally, it attains a Precision of 0.564 in PepBCL Set 1 and 0.527 in PepBCL Set 2, surpassing the performance of previous methods. Beyond this, we explore the application of this model in cancer therapy, particularly in identifying peptide interactions for selective targeting of cancer cells, and other fields. The findings of this study contribute to bioinformatics, providing valuable insights for drug discovery and therapeutic development.

本研究利用先进的机器学习技术深入研究了蛋白质-肽相互作用的预测,比较了基于序列的模型、标准 CNN 和传统分类器。利用预先训练的语言模型和多视窗扫描 CNN,我们的方法取得了显著的改进,其中 ProtTrans 在 21 亿个蛋白质序列和 3930 亿个氨基酸的基础上脱颖而出。该集成模型表现出色,在 PepBCL Set_1 和 Set_2 数据集上的 AUC 分别达到 0.856 和 0.823。此外,它在 PepBCL Set 1 和 PepBCL Set 2 数据集上的精确度分别达到了 0.564 和 0.527,超越了之前的方法。除此之外,我们还探索了这一模型在癌症治疗中的应用,特别是在识别用于选择性靶向癌细胞的多肽相互作用等领域。本研究的发现有助于生物信息学,为药物发现和治疗开发提供了宝贵的见解。
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Journal of molecular graphics & modelling
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