Pub Date : 2024-07-19DOI: 10.1016/j.jmgm.2024.108832
Sami Muhsen , Celin Padilla , Mustafa Mudhafar , Hassan A. Kenjrawy , Nouby M. Ghazaly , Sondos Abdullah Alqarni , Saiful Islam , Maha Khalid Abdulameer , Jamal K. Abbas , Majli Nema Hawas
Selecting an appropriate anode material (AM) has been considered to be a crucial initial step in advancing high-performance batteries. Within this piece of research, we examine the suitability of the BC6NA monolayer (referred to as BC6NAML) as an AM by first-principles calculations. The BC6NAML exhibits metallic behavior consistently, even with varying concentrations of Na atoms, making it an ideal choice for battery usages. Our findings revealed that the theoretical storage capacity for Na-adhered BC6NAML was 406.36 mAhg−1, surpassing graphite, TiO2, BC6NA, and numerous other 2D materials. The BC6NAML also demonstrates a diffusion barrier of 0.39 eV and favorable diffusivity of Na-ions. Although the open-circuit voltage (OCV) of BC6NAML was temperate and lower compared to the OCV of other AMs like TiO2, our results suggested that it is possible to utilize BC6NAML as one of the encouraging host materials for sodium-ion batteries (SIBs). Consequently, this investigation into the potential anodic application of BC6NAML proves valuable for future experimental studies into sodium storage for SIBs.
选择合适的阳极材料(AM)一直被认为是推动高性能电池发展的关键第一步。在这项研究中,我们通过第一原理计算研究了 BC6NA 单层(简称 BC6NAML)作为 AM 的适用性。即使 Na 原子的浓度不同,BC6NAML 也始终表现出金属特性,因此是电池应用的理想选择。我们的研究结果表明,Na 粘附 BC6NAML 的理论存储容量为 406.36 mAhg-1,超过了石墨、TiO2、BC6NA 和许多其他二维材料。BC6NAML 还具有 0.39 eV 的扩散势垒和良好的 Na 离子扩散性。虽然 BC6NAML 的开路电压(OCV)较低,与其他 AMs(如 TiO2)的 OCV 相比也较低,但我们的研究结果表明,BC6NAML 有可能成为钠离子电池(SIBs)的理想宿主材料之一。因此,这次对 BC6NAML 潜在阳极应用的调查证明了它对未来钠离子电池储钠实验研究的价值。
{"title":"BC6NA monolayer as an ideal anode material for high-performance sodium-ion batteries","authors":"Sami Muhsen , Celin Padilla , Mustafa Mudhafar , Hassan A. Kenjrawy , Nouby M. Ghazaly , Sondos Abdullah Alqarni , Saiful Islam , Maha Khalid Abdulameer , Jamal K. Abbas , Majli Nema Hawas","doi":"10.1016/j.jmgm.2024.108832","DOIUrl":"10.1016/j.jmgm.2024.108832","url":null,"abstract":"<div><p>Selecting an appropriate anode material (AM) has been considered to be a crucial initial step in advancing high-performance batteries. Within this piece of research, we examine the suitability of the BC<sub>6</sub>NA monolayer (referred to as BC<sub>6</sub>NAML) as an AM by first-principles calculations. The BC<sub>6</sub>NAML exhibits metallic behavior consistently, even with varying concentrations of Na atoms, making it an ideal choice for battery usages. Our findings revealed that the theoretical storage capacity for Na-adhered BC<sub>6</sub>NAML was 406.36 mAhg<sup>−1</sup>, surpassing graphite, TiO<sub>2</sub>, BC<sub>6</sub>NA, and numerous other 2D materials. The BC<sub>6</sub>NAML also demonstrates a diffusion barrier of 0.39 eV and favorable diffusivity of Na-ions. Although the open-circuit voltage (OCV) of BC6NAML was temperate and lower compared to the OCV of other AMs like TiO<sub>2</sub>, our results suggested that it is possible to utilize BC<sub>6</sub>NAML as one of the encouraging host materials for sodium-ion batteries (SIBs). Consequently, this investigation into the potential anodic application of BC<sub>6</sub>NAML proves valuable for future experimental studies into sodium storage for SIBs.</p></div>","PeriodicalId":16361,"journal":{"name":"Journal of molecular graphics & modelling","volume":"132 ","pages":"Article 108832"},"PeriodicalIF":2.7,"publicationDate":"2024-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141766312","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-18DOI: 10.1016/j.jmgm.2024.108830
Lei Han , Quanlong Wang , Chenglong Ma , Bangjie Gu , Xiao Li , Wentao Wei
In this study, to enhance the cutting efficiency and precision of the chip while minimizing waste from cutting damage, molecular dynamics simulation is used to investigate the formation mechanism of defects and cracks of silicon carbide crystals during the laser stealth dicing. The results showed that the high thermal stress generated by the laser scanning induced the production and expansion of cracks. Thus, the crack propagates in the direction of , and subsequently forms branches in the directions of and . It also can be found that the silicon carbide crystals produced dislocation slip, and the dislocation lines moved along the slip surface, which impeded the crack extension in the directions of and . In addition, atomic phase transformation and loss is occurred under the high-temperature environment of the laser heating process. Cubic diamond crystal structure atoms are partially transformed into amorphous structure, while a small portion transformed into hexagonal diamond structure. The crystal structural arranged orderliness temporarily increased and then rapidly decreased due to prefabrication defects, and new unknown crystal structures are produced.
{"title":"Research on the formation and evolution mechanism of cracks in laser stealth dicing of silicon carbide crystals","authors":"Lei Han , Quanlong Wang , Chenglong Ma , Bangjie Gu , Xiao Li , Wentao Wei","doi":"10.1016/j.jmgm.2024.108830","DOIUrl":"10.1016/j.jmgm.2024.108830","url":null,"abstract":"<div><p>In this study, to enhance the cutting efficiency and precision of the chip while minimizing waste from cutting damage, molecular dynamics simulation is used to investigate the formation mechanism of defects and cracks of silicon carbide crystals during the laser stealth dicing. The results showed that the high thermal stress generated by the laser scanning induced the production and expansion of cracks. Thus, the crack propagates in the direction of <span><math><mrow><mo>[</mo><mn>100</mn><mo>]</mo></mrow></math></span>, and subsequently forms branches in the directions of <span><math><mrow><mo>[</mo><mn>101</mn><mo>]</mo></mrow></math></span> and <span><math><mrow><mo>[</mo><mn>10</mn><mover><mn>1</mn><mo>‾</mo></mover><mo>]</mo></mrow></math></span>. It also can be found that the silicon carbide crystals produced dislocation slip, and the dislocation lines moved along the slip surface, which impeded the crack extension in the directions of <span><math><mrow><mo>[</mo><mn>10</mn><mover><mn>1</mn><mo>‾</mo></mover><mo>]</mo></mrow></math></span> and <span><math><mrow><mo>[</mo><mover><mn>1</mn><mo>‾</mo></mover><mn>0</mn><mover><mn>1</mn><mo>‾</mo></mover><mo>]</mo></mrow></math></span>. In addition, atomic phase transformation and loss is occurred under the high-temperature environment of the laser heating process. Cubic diamond crystal structure atoms are partially transformed into amorphous structure, while a small portion transformed into hexagonal diamond structure. The crystal structural arranged orderliness temporarily increased and then rapidly decreased due to prefabrication defects, and new unknown crystal structures are produced.</p></div>","PeriodicalId":16361,"journal":{"name":"Journal of molecular graphics & modelling","volume":"132 ","pages":"Article 108830"},"PeriodicalIF":2.7,"publicationDate":"2024-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141728778","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-17DOI: 10.1016/j.jmgm.2024.108831
Xiaoru Hao, Yulong Yang, Shilin Dong, Haikun Zheng, Ruirui Wang
As a functional material, superhydrophobic coating has been widely studied in the field of self-cleaning. However, obtaining superhydrophobic coatings with robustness through simple preparation processes remains a challenge. In this paper, a robust superhydrophobic coating is prepared based on multi-walled carbon nanotubes modified by octyltrimethoxysilane, and its performance and hydrophobic mechanism are studied by experiments and molecular dynamics simulation. The superhydrophobic coating is prepared by one-step spraying method. The coating is characterized and analyzed by scanning electron microscopy and Fourier transform infrared spectroscopy, and the properties of the coating are tested by experiments. Molecular dynamics simulation is used in the study to construct a molecular model system, and the molecular modification mechanism and coating wettability are simulated under the COMPASSII force field. The results show that octyltrimethoxysilane successfully modified carbon nanotubes, and the hydroxyl groups at the head of the molecular chain are bound to the surface of the carbon nanotubes in the form of hydrogen bonds, while the tail of the molecular chain is far away from the surface. After modification, the surface of carbon nanotubes changed from hydrophilic to hydrophobic. The prepared superhydrophobic coating not only has excellent self-cleaning properties, but also exhibits corrosion resistance to acid and alkali solutions. The coating still has superhydrophobic when the wear length is in the range of 400 cm. It can be seen that a robust superhydrophobic self-cleaning coating is successfully prepared by a simple one-step spraying method. The modification mechanism and the hydrophobic mechanism of the coating were obtained by the combination of experiment and molecular dynamics simulation, which provided theoretical support for the superhydrophobic of the coating at the micro level.
{"title":"Robust superhydrophobic self-cleaning coating prepared by silane modified multi-walled carbon nanotubes: A combined experimental and molecular dynamics study","authors":"Xiaoru Hao, Yulong Yang, Shilin Dong, Haikun Zheng, Ruirui Wang","doi":"10.1016/j.jmgm.2024.108831","DOIUrl":"10.1016/j.jmgm.2024.108831","url":null,"abstract":"<div><p>As a functional material, superhydrophobic coating has been widely studied in the field of self-cleaning. However, obtaining superhydrophobic coatings with robustness through simple preparation processes remains a challenge. In this paper, a robust superhydrophobic coating is prepared based on multi-walled carbon nanotubes modified by octyltrimethoxysilane, and its performance and hydrophobic mechanism are studied by experiments and molecular dynamics simulation. The superhydrophobic coating is prepared by one-step spraying method. The coating is characterized and analyzed by scanning electron microscopy and Fourier transform infrared spectroscopy, and the properties of the coating are tested by experiments. Molecular dynamics simulation is used in the study to construct a molecular model system, and the molecular modification mechanism and coating wettability are simulated under the COMPASSII force field. The results show that octyltrimethoxysilane successfully modified carbon nanotubes, and the hydroxyl groups at the head of the molecular chain are bound to the surface of the carbon nanotubes in the form of hydrogen bonds, while the tail of the molecular chain is far away from the surface. After modification, the surface of carbon nanotubes changed from hydrophilic to hydrophobic. The prepared superhydrophobic coating not only has excellent self-cleaning properties, but also exhibits corrosion resistance to acid and alkali solutions. The coating still has superhydrophobic when the wear length is in the range of 400 cm. It can be seen that a robust superhydrophobic self-cleaning coating is successfully prepared by a simple one-step spraying method. The modification mechanism and the hydrophobic mechanism of the coating were obtained by the combination of experiment and molecular dynamics simulation, which provided theoretical support for the superhydrophobic of the coating at the micro level.</p></div>","PeriodicalId":16361,"journal":{"name":"Journal of molecular graphics & modelling","volume":"132 ","pages":"Article 108831"},"PeriodicalIF":2.7,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141732063","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Molecular dynamics (MD) simulations are conducted to assess pristine graphenylene membranes' effectiveness in seawater desalination, explicitly focusing on their salt rejection and water permeability capabilities. This study investigates the potential of the graphenylene for separation of the Na+ as monovalent cation, in order to evaluate its further application for separation of the other type of contaminants. To this end, the pristine graphenylene nanosheet is introduced into the simulation box which included the water molecules, sodium and chlorine ions. Subsequently, MD simulations were conducted by applying different amounts of external pressures in which the temperature changes are investigated as another effective parameter in water permeability and salt rejection properties. Furthermore, the water density map, radial distribution functions, and water density elucidate the performance of the considered membrane in the presence of water molecules, Na+ ions, and Cl− ions. The optimum performance of the pristine graphenylene for seawater desalination is achieved at P = 400 MPa and T = 298 K that results in the water flux of 2920 L/m2 h bar and 98.8 % salt rejection. The pristine graphenylene nanosheet shows significant potential in effectively separating salt ions, which has elucidated its importance and subsequently, the functionalized membrane for this application.
分子动力学(MD)模拟评估了原始石墨烯膜在海水淡化中的有效性,重点明确在其盐排斥和水渗透能力上。本研究调查了石墨烯分离 Na+ 单价阳离子的潜力,以评估其在分离其他类型污染物方面的进一步应用。为此,将原始的石墨烯纳米片引入包含水分子、钠离子和氯离子的模拟框中。随后,通过施加不同的外部压力进行 MD 模拟,其中温度变化是影响透水性和排盐性的另一个有效参数。此外,水密度图、径向分布函数和水密度阐明了所考虑的膜在水分子、Na+ 离子和 Cl- 离子存在时的性能。在 P = 400 MPa 和 T = 298 K 的条件下,原始石墨烯实现了海水淡化的最佳性能,使水通量达到 2920 L/m2 h bar,盐排斥率达到 98.8%。原始石墨烯纳米片在有效分离盐离子方面显示出巨大的潜力,这阐明了它的重要性,以及功能化膜在这一应用中的重要性。
{"title":"Atomistic understanding on desalination performance of pristine graphenylene nanosheet membrane at high applied pressures","authors":"Mostafa Jahangirzadeh , Negin Karimzadeh Bajgiran , Sima Majidi , Jafar Azamat , Hamid Erfan-Niya","doi":"10.1016/j.jmgm.2024.108833","DOIUrl":"10.1016/j.jmgm.2024.108833","url":null,"abstract":"<div><p>Molecular dynamics (MD) simulations are conducted to assess pristine graphenylene membranes' effectiveness in seawater desalination, explicitly focusing on their salt rejection and water permeability capabilities. This study investigates the potential of the graphenylene for separation of the Na<sup>+</sup> as monovalent cation, in order to evaluate its further application for separation of the other type of contaminants. To this end, the pristine graphenylene nanosheet is introduced into the simulation box which included the water molecules, sodium and chlorine ions. Subsequently, MD simulations were conducted by applying different amounts of external pressures in which the temperature changes are investigated as another effective parameter in water permeability and salt rejection properties. Furthermore, the water density map, radial distribution functions, and water density elucidate the performance of the considered membrane in the presence of water molecules, Na<sup>+</sup> ions, and Cl<sup>−</sup> ions. The optimum performance of the pristine graphenylene for seawater desalination is achieved at <em>P</em> = 400 MPa and <em>T</em> = 298 K that results in the water flux of 2920 L/m<sup>2</sup> h bar and 98.8 % salt rejection. The pristine graphenylene nanosheet shows significant potential in effectively separating salt ions, which has elucidated its importance and subsequently, the functionalized membrane for this application.</p></div>","PeriodicalId":16361,"journal":{"name":"Journal of molecular graphics & modelling","volume":"132 ","pages":"Article 108833"},"PeriodicalIF":2.7,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141751927","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-16DOI: 10.1016/j.jmgm.2024.108829
Akhtar Hussain, Saqib Javaid
Water splitting has emerged as a promising route for sustainable hydrogen production. In this research paper, adsorption and dissociation of H2O accompanied with dissociated constituents reactions with CO2 and CO have been investigated on Fe modified Cu(100) surface employing density functional theory (DFT) at GGA-PW91 level. The adsorption and other reactions carried out on Fe2–Cu(100) surfaces gave very promising results. The adsorption of H2O on Fe top of this surface occurs yielding Eads −1.73 eV, which highlights a favorable adsorption on the Fe-modified Cu(100) surface. The activation energy for the water splitting reaction is found to be 0.65 eV, suggesting a feasible pathway for hydrogen evolution. The process also accompanies reaction energy of −0.54 eV. Furthermore, the interaction between carbon dioxide (CO2) and the H-atom on the surface lead to the formation of COOH through surmounting an activation barrier of 1.09 eV. The final position of COOH gets further stabilization having exothermicity of −0.43 eV. Another route for COOH formation from CO + OH operates on the Cu(100) part of the surface with a small activation barrier of 0.14 eV through exothermic process of −0.29 eV, however, diffusion of CO and OH from Fe to Cu is energetically expensive. This study signifies the consumption of CO and CO2 in addition to water splitting giving birth to useful products.
水分裂已成为可持续制氢的一条可行途径。本文采用 GGA-PW91 水平的密度泛函理论(DFT),研究了铁修饰的铜(100)表面对 H2O 的吸附和解离以及与 CO2 和 CO 的解离成分反应。在 Fe2-Cu(100)表面上进行的吸附和其他反应得出了非常有前景的结果。H2O 在该表面的 Fe 顶部发生吸附时的 Eads 值为 -1.73 eV,这表明 Fe 修饰的 Cu(100)表面具有良好的吸附性。水分裂反应的活化能为 0.65 eV,这表明氢进化的途径是可行的。该过程的反应能也为-0.54 eV。此外,二氧化碳(CO2)与表面上的 H 原子相互作用,通过克服 1.09 eV 的活化势垒形成了 COOH。COOH 的最终位置进一步稳定,放热系数为 -0.43 eV。CO + OH 形成 COOH 的另一条途径是在表面的 Cu(100)部分进行,通过-0.29 eV 的放热过程,活化势垒为 0.14 eV,但 CO 和 OH 从 Fe 扩散到 Cu 的能量消耗很大。这项研究表明,除了产生有用产物的水分裂外,还消耗了 CO 和 CO2。
{"title":"Water dissociation and COOH formation on Fe modified Cu(100) surface: A density functional theory study","authors":"Akhtar Hussain, Saqib Javaid","doi":"10.1016/j.jmgm.2024.108829","DOIUrl":"10.1016/j.jmgm.2024.108829","url":null,"abstract":"<div><p>Water splitting has emerged as a promising route for sustainable hydrogen production. In this research paper, adsorption and dissociation of H<sub>2</sub>O accompanied with dissociated constituents reactions with CO<sub>2</sub> and CO have been investigated on Fe modified Cu(100) surface employing density functional theory (DFT) at GGA-PW91 level. The adsorption and other reactions carried out on Fe2–Cu(100) surfaces gave very promising results. The adsorption of H<sub>2</sub>O on Fe top of this surface occurs yielding E<sub>ads</sub> −1.73 eV, which highlights a favorable adsorption on the Fe-modified Cu(100) surface. The activation energy for the water splitting reaction is found to be 0.65 eV, suggesting a feasible pathway for hydrogen evolution. The process also accompanies reaction energy of −0.54 eV. Furthermore, the interaction between carbon dioxide (CO<sub>2</sub>) and the H-atom on the surface lead to the formation of COOH through surmounting an activation barrier of 1.09 eV. The final position of COOH gets further stabilization having exothermicity of −0.43 eV. Another route for COOH formation from CO + OH operates on the Cu(100) part of the surface with a small activation barrier of 0.14 eV through exothermic process of −0.29 eV, however, diffusion of CO and OH from Fe to Cu is energetically expensive. This study signifies the consumption of CO and CO<sub>2</sub> in addition to water splitting giving birth to useful products.</p></div>","PeriodicalId":16361,"journal":{"name":"Journal of molecular graphics & modelling","volume":"132 ","pages":"Article 108829"},"PeriodicalIF":2.7,"publicationDate":"2024-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141732061","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-14DOI: 10.1016/j.jmgm.2024.108819
Amine Rafik , Abdeljabbar Jaddi , Mohammed Salah , Najia Komiha , Miguel Carvajal , Khadija Marakchi
The reactivity and mechanistic intricacies of azatrienes in Diels-Alder reactions have been relatively unexplored despite their intriguing potential applications. In this study, we employ Molecular Electron Density Theory to theoretically investigate the hetero-Diels–Alder reaction involving azatrienes with ethyl vinyl ether and allenyl methyl ether. Analysis of Conceptual Density Functional Theory, energetic profiles, and the topological characteristics is conducted to elucidate the reactions. The revealed mechanism manifests as a polar one-step two-stages process under kinetic control. We establish a clear relationship of between the periselectivity, regioselectivity, and stereoselectivity on one hand and the characteristics of the reactions mechanism on the other hand. The influence of weak interactions on reaction activation barriers and bonding evolution are discussed in detail. We demonstrate that substituents enhancing the reverse electron density flux facilitate the feasibility of the reactions. The results lay ground for a meticulous control of the reaction of azatriene in similar synthetic scenarios.
{"title":"Insights into the mechanism, selectivity, and substituent effects in the Diels-Alder reaction of azatrienes with electron-rich dienophiles: An MEDT study","authors":"Amine Rafik , Abdeljabbar Jaddi , Mohammed Salah , Najia Komiha , Miguel Carvajal , Khadija Marakchi","doi":"10.1016/j.jmgm.2024.108819","DOIUrl":"10.1016/j.jmgm.2024.108819","url":null,"abstract":"<div><p>The reactivity and mechanistic intricacies of azatrienes in Diels-Alder reactions have been relatively unexplored despite their intriguing potential applications. In this study, we employ Molecular Electron Density Theory to theoretically investigate the hetero-Diels–Alder reaction involving azatrienes with ethyl vinyl ether and allenyl methyl ether. Analysis of Conceptual Density Functional Theory, energetic profiles, and the topological characteristics is conducted to elucidate the reactions. The revealed mechanism manifests as a polar one-step two-stages process under kinetic control. We establish a clear relationship of between the periselectivity, regioselectivity, and stereoselectivity on one hand and the characteristics of the reactions mechanism on the other hand. The influence of weak interactions on reaction activation barriers and bonding evolution are discussed in detail. We demonstrate that substituents enhancing the reverse electron density flux facilitate the feasibility of the reactions. The results lay ground for a meticulous control of the reaction of azatriene in similar synthetic scenarios.</p></div>","PeriodicalId":16361,"journal":{"name":"Journal of molecular graphics & modelling","volume":"132 ","pages":"Article 108819"},"PeriodicalIF":2.7,"publicationDate":"2024-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141689385","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-14DOI: 10.1016/j.jmgm.2024.108818
Thomas Simonson, Victor Mihaila, Ivan Reveguk
Specific amino acid (AA) binding by aminoacyl-tRNA synthetases (aaRSs) is necessary for correct translation of the genetic code. Sequence and structure analyses have revealed the main specificity determinants and allowed a partitioning of aaRSs into two classes and several subclasses. However, the information contributed by each determinant has not been precisely quantified, and other, minor determinants may still be unidentified. Growth of genomic data and development of machine learning classification methods allow us to revisit these questions. This work considered the subclass IIb, formed by the three enzymes aspartyl-, asparaginyl-, and lysyl-tRNA synthetase (LysRS). Over 35,000 sequences from the Pfam database were considered, and used to train a machine-learning model based on ensembles of decision trees. The model was trained to reproduce the existing classification of each sequence as AspRS, AsnRS, or LysRS, and to identify which sequence positions were most important for the classification. A few positions (5–8 depending on the AA substrate) sufficed for accurate classification. Most but not all of them were well-known specificity determinants. The machine learning models thus identified sets of mutations that distinguish the three subclass members, which might be targeted in engineering efforts to alter or swap the AA specificities for biotechnology applications.
氨基酰-tRNA 合成酶(aaRSs)的特异性氨基酸(AA)结合是正确翻译遗传密码的必要条件。序列和结构分析揭示了主要的特异性决定因素,并将 aaRS 分成两类和若干亚类。然而,每个决定因素所贡献的信息尚未精确量化,其他次要决定因素可能仍未确定。基因组数据的增长和机器学习分类方法的发展使我们能够重新审视这些问题。这项工作研究了由天冬氨酰、天冬氨酰和赖氨酰-tRNA 合成酶(LysRS)三种酶组成的 IIb 亚类。研究考虑了 Pfam 数据库中的 35,000 多个序列,并利用这些序列训练了一个基于决策树集合的机器学习模型。训练该模型的目的是重现每个序列作为 AspRS、AsnRS 或 LysRS 的现有分类,并确定哪些序列位置对分类最重要。有几个位置(5-8 个,取决于 AA 底物)足以进行准确分类。其中大部分(但不是全部)是众所周知的特异性决定因素。因此,机器学习模型确定了区分三个亚类成员的突变集,这些突变集可能是改变或交换 AA 特异性的生物技术应用工程中的目标。
{"title":"Uncovering substrate specificity determinants of class IIb aminoacyl-tRNA synthetases with machine learning","authors":"Thomas Simonson, Victor Mihaila, Ivan Reveguk","doi":"10.1016/j.jmgm.2024.108818","DOIUrl":"10.1016/j.jmgm.2024.108818","url":null,"abstract":"<div><p>Specific amino acid (AA) binding by aminoacyl-tRNA synthetases (aaRSs) is necessary for correct translation of the genetic code. Sequence and structure analyses have revealed the main specificity determinants and allowed a partitioning of aaRSs into two classes and several subclasses. However, the information contributed by each determinant has not been precisely quantified, and other, minor determinants may still be unidentified. Growth of genomic data and development of machine learning classification methods allow us to revisit these questions. This work considered the subclass IIb, formed by the three enzymes aspartyl-, asparaginyl-, and lysyl-tRNA synthetase (LysRS). Over 35,000 sequences from the Pfam database were considered, and used to train a machine-learning model based on ensembles of decision trees. The model was trained to reproduce the existing classification of each sequence as AspRS, AsnRS, or LysRS, and to identify which sequence positions were most important for the classification. A few positions (5–8 depending on the AA substrate) sufficed for accurate classification. Most but not all of them were well-known specificity determinants. The machine learning models thus identified sets of mutations that distinguish the three subclass members, which might be targeted in engineering efforts to alter or swap the AA specificities for biotechnology applications.</p></div>","PeriodicalId":16361,"journal":{"name":"Journal of molecular graphics & modelling","volume":"132 ","pages":"Article 108818"},"PeriodicalIF":2.7,"publicationDate":"2024-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141699041","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The global antibiotic resistance problem necessitates fast and effective approaches to finding novel inhibitors to treat bacterial infections. In this study, we propose a computational workflow to identify plausible high-affinity compounds from FDA-approved, investigational, and experimental libraries for the decoding center on the small subunit 30S of the E. coli ribosome. The workflow basically consists of two molecular docking calculations on the intact 30S, followed by molecular dynamics (MD) simulations coupled with MM-GBSA calculations on a truncated ribosome structure. The parameters used in the molecular docking suits, Glide and AutoDock Vina, as well as in the MD simulations with Desmond were carefully adjusted to obtain expected interactions for the ligand-rRNA complexes. A filtering procedure was followed, considering a fingerprint based on aminoglycoside's binding site on the 30S to obtain seven hit compounds either with different clinical usages or aminoglycoside derivatives under investigation, suggested for in vitro studies. The detailed workflow developed in this study promises an effective and fast approach for the estimation of binding free energies of large protein-RNA and ligand complexes.
{"title":"A computational workflow to determine drug candidates alternative to aminoglycosides targeting the decoding center of E. coli ribosome","authors":"Merve Yuce , Beril Ates , Nesrin Isil Yasar , Fethiye Aylin Sungur , Ozge Kurkcuoglu","doi":"10.1016/j.jmgm.2024.108817","DOIUrl":"10.1016/j.jmgm.2024.108817","url":null,"abstract":"<div><p>The global antibiotic resistance problem necessitates fast and effective approaches to finding novel inhibitors to treat bacterial infections. In this study, we propose a computational workflow to identify plausible high-affinity compounds from FDA-approved, investigational, and experimental libraries for the decoding center on the small subunit 30S of the <em>E. coli</em> ribosome. The workflow basically consists of two molecular docking calculations on the intact 30S, followed by molecular dynamics (MD) simulations coupled with MM-GBSA calculations on a truncated ribosome structure. The parameters used in the molecular docking suits, Glide and AutoDock Vina, as well as in the MD simulations with Desmond were carefully adjusted to obtain expected interactions for the ligand-rRNA complexes. A filtering procedure was followed, considering a fingerprint based on aminoglycoside's binding site on the 30S to obtain seven hit compounds either with different clinical usages or aminoglycoside derivatives under investigation, suggested for <em>in vitro</em> studies. The detailed workflow developed in this study promises an effective and fast approach for the estimation of binding free energies of large protein-RNA and ligand complexes.</p></div>","PeriodicalId":16361,"journal":{"name":"Journal of molecular graphics & modelling","volume":"131 ","pages":"Article 108817"},"PeriodicalIF":2.7,"publicationDate":"2024-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141558900","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-06-20DOI: 10.1016/j.jmgm.2024.108815
M. Musa Saad H.-E. , B.O. Alsobhi
First-principles density functional theory (DFT)-based calculations were performed to investigate the structural, magnetic, electronic, optical and mechanical properties of two actinide perovskite oxides XAnO3, where [X = Cs+, Ba2+; An = Np5+, Np4+]. Wien2k software is utilized with GGA, GGA + U and GGA + U + mBJ potentials. The unit cell volumes for cubic (Pm-3m) structure of XAnO3 are optimized to achieve the ground state energy and equilibrium parameters. Substitution of X- and An-sites increases the lattice constant, = 4.3998 Å (X = Cs+) and = 4.4378 Å (X = Ba2+). The calculated band structure plus total and partial density of states using these methods confirm the 100 % spin-polarization and half-metallic (HM) nature of XAnO3 with = 2.731, 3.896 and 3.787 eV (X = Cs+); 3.891, 3.929 and 4.329 eV (X = Cs+). Total magnetic moment per unit cell of XAnO3 is respectively = 2.0 and 3.0 μB revealing their ferromagnetic (FM) behavior with high Curie temperature () within GGA, GGA + U and GGA + U + mBJ. Mechanical and thermodynamic stability of XAnO3 have been proved via the elastic parameters, sound velocity, Debye and melting temperatures, and enthalpy of formation. In addition, XAnO3 show amazing optical responses include high absorption, conductivity, refractivity, and reflectivity. These investigated properties confirm that XAnO3 materials have FM-HM and high optical characteristics and they perfectly suitable for many spintronics and optoelectronics applications such as sensors, storage devices and photodiodes.
{"title":"Structural, magnetic, electronic, optical and mechanical properties of actinide perovskite oxides XAnO3 [X = Cs+, Ba2+; An = Np5+, Np4+]: GGA, GGA+U and GGA+U+mBJ investigations","authors":"M. Musa Saad H.-E. , B.O. Alsobhi","doi":"10.1016/j.jmgm.2024.108815","DOIUrl":"https://doi.org/10.1016/j.jmgm.2024.108815","url":null,"abstract":"<div><p>First-principles density functional theory (DFT)-based calculations were performed to investigate the structural, magnetic, electronic, optical and mechanical properties of two actinide perovskite oxides XAnO<sub>3</sub>, where [X = Cs<sup>+</sup>, Ba<sup>2+</sup>; An = Np<sup>5+</sup>, Np<sup>4+</sup>]. Wien2k software is utilized with GGA, GGA + U and GGA + U + mBJ potentials. The unit cell volumes for cubic (Pm-3m) structure of XAnO<sub>3</sub> are optimized to achieve the ground state energy and equilibrium parameters. Substitution of X- and An-sites increases the lattice constant, <span><math><mrow><msub><mi>a</mi><mn>0</mn></msub></mrow></math></span> = 4.3998 Å (X = Cs<sup>+</sup>) and <span><math><mrow><msub><mi>a</mi><mn>0</mn></msub></mrow></math></span> = 4.4378 Å (X = Ba<sup>2+</sup>). The calculated band structure plus total and partial density of states using these methods confirm the 100 % spin-polarization and half-metallic (HM) nature of XAnO<sub>3</sub> with <span><math><mrow><msubsup><mi>E</mi><mi>g</mi><mo>↓</mo></msubsup></mrow></math></span> = 2.731, 3.896 and 3.787 eV (X = Cs<sup>+</sup>); 3.891, 3.929 and 4.329 eV (X = Cs<sup>+</sup>). Total magnetic moment per unit cell of XAnO<sub>3</sub> is respectively <span><math><mrow><msup><mi>M</mi><mrow><mi>T</mi><mi>o</mi><mi>t</mi></mrow></msup></mrow></math></span> = 2.0 and 3.0 μ<sub>B</sub> revealing their ferromagnetic (FM) behavior with high Curie temperature (<span><math><mrow><msub><mi>T</mi><mi>C</mi></msub></mrow></math></span>) within GGA, GGA + U and GGA + U + mBJ. Mechanical and thermodynamic stability of XAnO<sub>3</sub> have been proved via the elastic parameters, sound velocity, Debye and melting temperatures, and enthalpy of formation. In addition, XAnO<sub>3</sub> show amazing optical responses include high absorption, conductivity, refractivity, and reflectivity. These investigated properties confirm that XAnO<sub>3</sub> materials have FM-HM and high optical characteristics and they perfectly suitable for many spintronics and optoelectronics applications such as sensors, storage devices and photodiodes.</p></div>","PeriodicalId":16361,"journal":{"name":"Journal of molecular graphics & modelling","volume":"131 ","pages":"Article 108815"},"PeriodicalIF":2.7,"publicationDate":"2024-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141439056","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-06-20DOI: 10.1016/j.jmgm.2024.108816
Mastaneh Chaboksavar, Azim Soltanabadi
The present work involves experimental and computational investigations into the density of pure and mixed states of ethanolamine (ET) and 2-amino-2-methyl-1-propanol (AMP) under a pressure of 1 atm and temperatures ranging from 293.15 K to 333.15 K The density data were used to derive the excess molar volume, thermal expansion coefficient, and isothermal coefficient of pressure excess molar enthalpy. The Redlich–Kister equation was employed to calculate the excess molar and its accompanying coefficients. In the gas phase, density functional theory (DFT) was utilized to explore the most stable structures of ET … ET, AMP … AMP, and the ET … AMP mixture. Molecular dynamics simulation (MD) was used to calculate the structural properties of these mixtures in the liquid phase. Radial distribution function (RDFs) combined distribution function (CDF) and spatial distribution function (SDF) in different mole fractions calculated in the liquid phase. The intramolecular and intermolecular interactions of ethanolamine and AMP were obtained using the radial distribution function in different molar fractions. It was found that the ethanolamine molecule has a greater tendency to form intramolecular hydrogen bonds, while the AMP molecule has a greater tendency to form intermolecular hydrogen bonds.
本研究对乙醇胺(ET)和 2-氨基-2-甲基-1-丙醇(AMP)在 1 atm 压力和 293.15 K 至 333.15 K 温度范围内的纯态和混合态密度进行了实验和计算研究。采用 Redlich-Kister 方程计算过量摩尔及其伴随系数。在气相中,利用密度泛函理论(DFT)探索 ET ... ET、AMP ... AMP 和 ET ... AMP 混合物的最稳定结构。分子动力学模拟(MD)用于计算这些混合物在液相中的结构特性。计算了液相中不同分子分数的径向分布函数(RDF)、组合分布函数(CDF)和空间分布函数(SDF)。利用不同摩尔分数下的径向分布函数得出了乙醇胺和 AMP 的分子内和分子间相互作用。结果发现,乙醇胺分子更倾向于形成分子内氢键,而 AMP 分子更倾向于形成分子间氢键。
{"title":"Experimental and computational study of binary mixture ethanolamine and 2-amino-2-methyl-1-propanol","authors":"Mastaneh Chaboksavar, Azim Soltanabadi","doi":"10.1016/j.jmgm.2024.108816","DOIUrl":"https://doi.org/10.1016/j.jmgm.2024.108816","url":null,"abstract":"<div><p>The present work involves experimental and computational investigations into the density of pure and mixed states of ethanolamine (ET) and 2-amino-2-methyl-1-propanol (AMP) under a pressure of 1 atm and temperatures ranging from 293.15 K to 333.15 K The density data were used to derive the excess molar volume, thermal expansion coefficient, and isothermal coefficient of pressure excess molar enthalpy. The Redlich–Kister equation was employed to calculate the excess molar and its accompanying coefficients. In the gas phase, density functional theory (DFT) was utilized to explore the most stable structures of ET … ET, AMP … AMP, and the ET … AMP mixture. Molecular dynamics simulation (MD) was used to calculate the structural properties of these mixtures in the liquid phase. Radial distribution function (RDFs) combined distribution function (CDF) and spatial distribution function (SDF) in different mole fractions calculated in the liquid phase. The intramolecular and intermolecular interactions of ethanolamine and AMP were obtained using the radial distribution function in different molar fractions. It was found that the ethanolamine molecule has a greater tendency to form intramolecular hydrogen bonds, while the AMP molecule has a greater tendency to form intermolecular hydrogen bonds.</p></div>","PeriodicalId":16361,"journal":{"name":"Journal of molecular graphics & modelling","volume":"131 ","pages":"Article 108816"},"PeriodicalIF":2.7,"publicationDate":"2024-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141439054","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}