首页 > 最新文献

Small Structures最新文献

英文 中文
Illuminating the Devolution of Perovskite Passivation Layers 照亮过氧化物钝化层的演变过程
Pub Date : 2024-09-09 DOI: 10.1002/sstr.202400234
Marcin Giza, Aleksey Kozikov, Paula L. Lalaguna, Jake D. Hutchinson, Vaibhav Verma, Benjamin Vella, Rahul Kumar, Nathan Hill, Dumitru Sirbu, Elisabetta Arca, Noel Healy, Rebecca L. Milot, Malcolm Kadodwala, Pablo Docampo
Surface treatment of perovskite materials with their layered counterparts has become an ubiquitous strategy for maximizing device performance. While layered materials confer great benefits to the longevity and long-term efficiency of the resulting device stack via passivation of defects and surface traps, numerous reports have previously demonstrated that these materials evolve under exposure to light and humidity, suggesting that they are not fully stable. Therefore, it is crucial to study the behavior of these materials in isolation and in conditions mimicking a device stack. Here, it is shown that perovskite capping layers templated by a range of cations on top of methylammonium lead iodide devolve in conditions commonly found during perovskite fabrication, such as exposure to light, solvent, and moisture. Photophysical, structural, and morphological studies are used to show that the degradation of these layered perovskites occurs via a self-limiting, pinhole-mediated mechanism. This results in the loss of whole perovskite sheets, from a few monolayers to tens of nanometers of material, until the system stabilizes again as demonstrated for exfoliated flakes of PEA2PbI4. This means that initially targeted structures may have devolved, with clear optimization implications for device fabrication.
用层状对应材料对包晶石材料进行表面处理,已成为最大限度提高器件性能的普遍策略。虽然层状材料通过钝化缺陷和表面陷阱,对所产生的器件堆栈的寿命和长期效率大有裨益,但之前的大量报告显示,这些材料在暴露于光线和湿度下会发生变化,表明它们并不完全稳定。因此,研究这些材料在孤立和模拟器件堆栈条件下的行为至关重要。本文显示,在光照、溶剂和湿度等包晶制造过程中常见的条件下,由一系列阳离子模板在碘化甲铵铅之上的包晶封盖层会发生变化。光物理、结构和形态研究表明,这些层状包晶石的降解是通过针孔介导的自限制机制发生的。这导致整个包晶薄片的损失,从几个单层到几十纳米的材料,直到系统再次稳定,正如 PEA2PbI4 剥离薄片所证明的那样。这意味着最初的目标结构可能已经发生变化,这对设备制造的优化具有明显的影响。
{"title":"Illuminating the Devolution of Perovskite Passivation Layers","authors":"Marcin Giza, Aleksey Kozikov, Paula L. Lalaguna, Jake D. Hutchinson, Vaibhav Verma, Benjamin Vella, Rahul Kumar, Nathan Hill, Dumitru Sirbu, Elisabetta Arca, Noel Healy, Rebecca L. Milot, Malcolm Kadodwala, Pablo Docampo","doi":"10.1002/sstr.202400234","DOIUrl":"https://doi.org/10.1002/sstr.202400234","url":null,"abstract":"Surface treatment of perovskite materials with their layered counterparts has become an ubiquitous strategy for maximizing device performance. While layered materials confer great benefits to the longevity and long-term efficiency of the resulting device stack via passivation of defects and surface traps, numerous reports have previously demonstrated that these materials evolve under exposure to light and humidity, suggesting that they are not fully stable. Therefore, it is crucial to study the behavior of these materials in isolation and in conditions mimicking a device stack. Here, it is shown that perovskite capping layers templated by a range of cations on top of methylammonium lead iodide devolve in conditions commonly found during perovskite fabrication, such as exposure to light, solvent, and moisture. Photophysical, structural, and morphological studies are used to show that the degradation of these layered perovskites occurs via a self-limiting, pinhole-mediated mechanism. This results in the loss of whole perovskite sheets, from a few monolayers to tens of nanometers of material, until the system stabilizes again as demonstrated for exfoliated flakes of PEA<sub>2</sub>PbI<sub>4</sub>. This means that initially targeted structures may have devolved, with clear optimization implications for device fabrication.","PeriodicalId":21841,"journal":{"name":"Small Structures","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218403","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pulsed Laser-Initiated Dual-Catalytic Interfaces for Directed Electroreduction of Nitrite to Ammonia 定向电还原亚硝酸盐至氨的脉冲激光引发的双催化界面
Pub Date : 2024-09-09 DOI: 10.1002/sstr.202470044
Talshyn Begildayeva, Jayaraman Theerthagiri, Vy Thuy Nguyen, Ahreum Min, Hyeyoung Shin, Myong Yong Choi
Electrochemical Nitrite Reductions
电化学亚硝酸盐还原法
{"title":"Pulsed Laser-Initiated Dual-Catalytic Interfaces for Directed Electroreduction of Nitrite to Ammonia","authors":"Talshyn Begildayeva, Jayaraman Theerthagiri, Vy Thuy Nguyen, Ahreum Min, Hyeyoung Shin, Myong Yong Choi","doi":"10.1002/sstr.202470044","DOIUrl":"https://doi.org/10.1002/sstr.202470044","url":null,"abstract":"<b>Electrochemical Nitrite Reductions</b>","PeriodicalId":21841,"journal":{"name":"Small Structures","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218405","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pressure-Enhanced Superconductivity and Structural Phase Transition in Layered Sn4P3 层状 Sn4P3 的压力增强超导性和结构相变
Pub Date : 2024-09-09 DOI: 10.1002/sstr.202400381
Hao Ding, Jingyu Hou, Kun Zhai, Xin Gao, Junquan Huang, Feng Ke, Bingchao Yang, Congpu Mu, Fusheng Wen, Jianyong Xiang, Bochong Wang, Tianyu Xue, Anmin Nie, Xiaobing Liu, Lin Wang, Xiang-Feng Zhou, Zhongyuan Liu
High pressure provides a unique tuning method depending on structure modulation to explore the structure–property relationship. Herein, the pressure-induced structural phase transformation and enhanced superconductivity in a layered binary phosphide Sn4P3 are reported. Comprehensive measurements using in situ synchrotron X-Ray diffraction and Raman spectroscopy reveal a structural phase transition with mild distortion of SnP3 building blocks and interlayer shrinkage under high pressure. This differs from a conventional trigonal SnAs(P)3 to square SnAs(P)4 topotactic transition in SnAs(P)-based compound. Through this structure reconstruction under high pressure, electron distribution has been reorganized and phonons have softened, facilitating a high superconducting temperature (Tc) value of 7.8 K at 34.9 GPa, which is almost six times higher than its ambient value. The study introduces a new transition route in layered SnAs/SnP-based intermetallic materials and provides insight into the structural and electronic changes under high pressure for Sn4P3.
高压为探索结构与性能的关系提供了一种取决于结构调制的独特调节方法。本文报告了层状二元磷化物 Sn4P3 在压力诱导下发生的结构相变和增强的超导性。利用原位同步加速器 X 射线衍射和拉曼光谱进行的综合测量显示,在高压下,SnP3 结构单元发生了轻度变形和层间收缩,从而出现了结构相变。这不同于传统 SnAs(P)基化合物中从三方 SnAs(P)3 到四方 SnAs(P)4 的拓扑转变。通过高压下的这种结构重构,电子分布发生了重组,声子软化,从而使超导温度(Tc)在 34.9 GPa 时达到 7.8 K 的高值,比其环境值高出近六倍。这项研究为基于层状 SnAs/SnP 的金属间材料引入了一条新的过渡路线,并为深入了解 Sn4P3 在高压下的结构和电子变化提供了线索。
{"title":"Pressure-Enhanced Superconductivity and Structural Phase Transition in Layered Sn4P3","authors":"Hao Ding, Jingyu Hou, Kun Zhai, Xin Gao, Junquan Huang, Feng Ke, Bingchao Yang, Congpu Mu, Fusheng Wen, Jianyong Xiang, Bochong Wang, Tianyu Xue, Anmin Nie, Xiaobing Liu, Lin Wang, Xiang-Feng Zhou, Zhongyuan Liu","doi":"10.1002/sstr.202400381","DOIUrl":"https://doi.org/10.1002/sstr.202400381","url":null,"abstract":"High pressure provides a unique tuning method depending on structure modulation to explore the structure–property relationship. Herein, the pressure-induced structural phase transformation and enhanced superconductivity in a layered binary phosphide Sn<sub>4</sub>P<sub>3</sub> are reported. Comprehensive measurements using in situ synchrotron X-Ray diffraction and Raman spectroscopy reveal a structural phase transition with mild distortion of SnP<sub>3</sub> building blocks and interlayer shrinkage under high pressure. This differs from a conventional trigonal SnAs(P)<sub>3</sub> to square SnAs(P)<sub>4</sub> topotactic transition in SnAs(P)-based compound. Through this structure reconstruction under high pressure, electron distribution has been reorganized and phonons have softened, facilitating a high superconducting temperature (<i>T</i><sub>c</sub>) value of 7.8 K at 34.9 GPa, which is almost six times higher than its ambient value. The study introduces a new transition route in layered SnAs/SnP-based intermetallic materials and provides insight into the structural and electronic changes under high pressure for Sn<sub>4</sub>P<sub>3</sub>.","PeriodicalId":21841,"journal":{"name":"Small Structures","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218398","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multifold Fermions Boosted Hydrogen Evolution Reaction Catalysis in Cubic Palladium Bronze LaPd3S4 多倍费米子促进立方钯青铜 LaPd3S4 中的氢气进化反应催化作用
Pub Date : 2024-09-09 DOI: 10.1002/sstr.202470041
Yang Li, Jialin Gong, Xiaotian Wang
Topological Catalysis
拓扑催化
{"title":"Multifold Fermions Boosted Hydrogen Evolution Reaction Catalysis in Cubic Palladium Bronze LaPd3S4","authors":"Yang Li, Jialin Gong, Xiaotian Wang","doi":"10.1002/sstr.202470041","DOIUrl":"https://doi.org/10.1002/sstr.202470041","url":null,"abstract":"<b>Topological Catalysis</b>","PeriodicalId":21841,"journal":{"name":"Small Structures","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218406","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Inkjet-Printed Flexible and Transparent Ti3C2Tx/TiO2 Composite Films: A Strategy for Photoelectrically Controllable Photocatalytic Degradation 喷墨打印的柔性透明 Ti3C2Tx/TiO2 复合薄膜:光电可控光催化降解策略
Pub Date : 2024-09-09 DOI: 10.1002/sstr.202400214
Ziying Ji, Yiran Wu, Lu Liu, Wei Zheng, Meng Wu, Yuexia Li, Zhengming Sun, Guobing Ying
The 2D Ti3C2Tx MXene has a large specific surface area, abundant functional groups, and low work function, which has potential in the field of photocatalytic materials. However, the manufacturing of controllable films with high photocatalytic properties and desirable transmittance is a challenging task. Herein, low-cost, large-scale, and rapid preparation of Ti3C2Tx/TiO2 flexible composite films have been successfully prepared by inkjet printing technology, which can be applied in complex and special environments, as well as in photoelectrically controllable places for photocatalytic performance. With the increase of the anatase TiO2, the transmittance of Ti3C2Tx/TiO2 films increases from 55.37% to 73.27% at 780 nm, corresponding to the square resistance of 1.112–206.496 kΩ sq−1 and the figure of merit of 0.48–0.005. When the amount of anatase TiO2 is 15%, the film has the best photocatalytic effect on methylene blue (MB) dye, reaching 68.94%. After five cycles of testing, the degradation efficiency of MB dye decreases by only 5.68%, showing that the film has good cycling stability. This work provides a new research direction for photoelectrically controllable photocatalytic degradation in complex and special environments.
二维 Ti3C2Tx MXene 具有较大的比表面积、丰富的官能团和较低的功函数,在光催化材料领域具有潜力。然而,制造具有高光催化性能和理想透光率的可控薄膜是一项具有挑战性的任务。本文利用喷墨打印技术成功制备了低成本、大规模、快速制备的Ti3C2Tx/TiO2柔性复合薄膜,可应用于复杂、特殊环境以及光电可控场所的光催化性能。随着锐钛矿二氧化钛含量的增加,Ti3C2Tx/TiO2 薄膜在 780 纳米波长下的透过率从 55.37% 增加到 73.27%,对应的平方电阻为 1.112-206.496 kΩ sq-1,优点系数为 0.48-0.005。当锐钛型二氧化钛的用量为 15%时,薄膜对亚甲基蓝(MB)染料的光催化效果最好,达到 68.94%。经过五个循环测试后,MB 染料的降解效率仅下降 5.68%,表明薄膜具有良好的循环稳定性。这项工作为复杂和特殊环境下的光电可控光催化降解提供了新的研究方向。
{"title":"Inkjet-Printed Flexible and Transparent Ti3C2Tx/TiO2 Composite Films: A Strategy for Photoelectrically Controllable Photocatalytic Degradation","authors":"Ziying Ji, Yiran Wu, Lu Liu, Wei Zheng, Meng Wu, Yuexia Li, Zhengming Sun, Guobing Ying","doi":"10.1002/sstr.202400214","DOIUrl":"https://doi.org/10.1002/sstr.202400214","url":null,"abstract":"The 2D Ti<sub>3</sub>C<sub>2</sub>T<sub><i>x</i></sub> MXene has a large specific surface area, abundant functional groups, and low work function, which has potential in the field of photocatalytic materials. However, the manufacturing of controllable films with high photocatalytic properties and desirable transmittance is a challenging task. Herein, low-cost, large-scale, and rapid preparation of Ti<sub>3</sub>C<sub>2</sub>T<sub><i>x</i></sub>/TiO<sub>2</sub> flexible composite films have been successfully prepared by inkjet printing technology, which can be applied in complex and special environments, as well as in photoelectrically controllable places for photocatalytic performance. With the increase of the anatase TiO<sub>2</sub>, the transmittance of Ti<sub>3</sub>C<sub>2</sub>T<sub><i>x</i></sub>/TiO<sub>2</sub> films increases from 55.37% to 73.27% at 780 nm, corresponding to the square resistance of 1.112–206.496 kΩ sq<sup>−1</sup> and the figure of merit of 0.48–0.005. When the amount of anatase TiO<sub>2</sub> is 15%, the film has the best photocatalytic effect on methylene blue (MB) dye, reaching 68.94%. After five cycles of testing, the degradation efficiency of MB dye decreases by only 5.68%, showing that the film has good cycling stability. This work provides a new research direction for photoelectrically controllable photocatalytic degradation in complex and special environments.","PeriodicalId":21841,"journal":{"name":"Small Structures","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218401","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Covalently Linked Pigment@TiO2 Hybrid Materials by One-Pot Solvothermal Synthesis 通过一锅溶热合成实现共价连接的颜料@TiO2 混合材料
Pub Date : 2024-09-09 DOI: 10.1002/sstr.202470043
Frank Sailer, Hipassia M. Moura, Taniya Purkait, Lars Vogelsang, Markus Sauer, Annette Foelske, Rainer F. Winter, Alexandre Ponrouch, Miriam M. Unterlass
Hybrid Materials
混合材料
{"title":"Covalently Linked Pigment@TiO2 Hybrid Materials by One-Pot Solvothermal Synthesis","authors":"Frank Sailer, Hipassia M. Moura, Taniya Purkait, Lars Vogelsang, Markus Sauer, Annette Foelske, Rainer F. Winter, Alexandre Ponrouch, Miriam M. Unterlass","doi":"10.1002/sstr.202470043","DOIUrl":"https://doi.org/10.1002/sstr.202470043","url":null,"abstract":"<b>Hybrid Materials</b>","PeriodicalId":21841,"journal":{"name":"Small Structures","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218397","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Small-Molecule Polycyclic Aromatic Hydrocarbons as Exceptional Long-Cycle-Life Li-Ion Battery Anode Materials 作为特殊长循环寿命锂离子电池阳极材料的小分子多环芳烃
Pub Date : 2024-09-09 DOI: 10.1002/sstr.202400273
Avi Arya, Sih-Ling Hsu, Chi-You Liu, Meng-Yuan Chang, Jeng-Kuei Chang, Elise Yu-Tzu Li, Yu-Sheng Su
The growing demand for cost-effective and sustainable energy-storage solutions has spurred interest in novel anode materials for lithium-ion batteries (LIBs). In this study, the potential of small-molecule polycyclic aromatic hydrocarbons (SMPAHs) as promising candidates for LIB anodes is explored. Through a comprehensive experimental approach involving electrode fabrication, material characterization, and electrochemical testing, the electrochemical performance of SMPAHs, including naphthalene, biphenyl, 9,9-dimethylfluorene, phenanthrene, p-terphenyl, and pyrene (Py), is thoroughly investigated. In the results, the impressive cycle stability, high specific capacity, and excellent rate capability of the SMPAH electrode are revealed. Additionally, a direct contact prelithiation strategy is implemented to enhance the initial Coulombic efficiency (ICE) of SMPAH anodes, yielding significant improvements in the ICE and cycle stability. Computational simulations provide valuable insights into the electrochemical behavior and lithium-storage mechanisms of SMPAHs, confirming their potential as effective anode materials. The simulations reveal favorable lithium adsorption sites, the predominant storage mechanisms, and the dissolution mechanism of Py through computational calculations. Overall, in this study, the promise of SMPAHs is highlighted as sustainable anode materials for LIBs, advancing energy-storage technologies toward a greener future.
对具有成本效益和可持续能源存储解决方案的需求日益增长,激发了人们对新型锂离子电池(LIB)负极材料的兴趣。本研究探讨了小分子多环芳烃(SMPAHs)作为锂离子电池阳极候选材料的潜力。通过涉及电极制造、材料表征和电化学测试的综合实验方法,深入研究了 SMPAHs(包括萘、联苯、9,9-二甲基芴、菲、对三联苯和芘)的电化学性能。研究结果表明,SMPAH 电极具有令人印象深刻的循环稳定性、高比容量和出色的速率能力。此外,为了提高 SMPAH 阳极的初始库仑效率 (ICE),还采用了直接接触预硫化策略,从而显著提高了 ICE 和循环稳定性。计算模拟为了解 SMPAH 的电化学行为和锂存储机制提供了宝贵的见解,证实了它们作为有效负极材料的潜力。模拟计算揭示了有利的锂吸附位点、主要的储存机制以及 Py 的溶解机制。总之,本研究强调了 SMPAHs 作为可持续锂离子电池负极材料的前景,从而推动储能技术走向更加绿色的未来。
{"title":"Small-Molecule Polycyclic Aromatic Hydrocarbons as Exceptional Long-Cycle-Life Li-Ion Battery Anode Materials","authors":"Avi Arya, Sih-Ling Hsu, Chi-You Liu, Meng-Yuan Chang, Jeng-Kuei Chang, Elise Yu-Tzu Li, Yu-Sheng Su","doi":"10.1002/sstr.202400273","DOIUrl":"https://doi.org/10.1002/sstr.202400273","url":null,"abstract":"The growing demand for cost-effective and sustainable energy-storage solutions has spurred interest in novel anode materials for lithium-ion batteries (LIBs). In this study, the potential of small-molecule polycyclic aromatic hydrocarbons (SMPAHs) as promising candidates for LIB anodes is explored. Through a comprehensive experimental approach involving electrode fabrication, material characterization, and electrochemical testing, the electrochemical performance of SMPAHs, including naphthalene, biphenyl, 9,9-dimethylfluorene, phenanthrene, <i>p</i>-terphenyl, and pyrene (Py), is thoroughly investigated. In the results, the impressive cycle stability, high specific capacity, and excellent rate capability of the SMPAH electrode are revealed. Additionally, a direct contact prelithiation strategy is implemented to enhance the initial Coulombic efficiency (ICE) of SMPAH anodes, yielding significant improvements in the ICE and cycle stability. Computational simulations provide valuable insights into the electrochemical behavior and lithium-storage mechanisms of SMPAHs, confirming their potential as effective anode materials. The simulations reveal favorable lithium adsorption sites, the predominant storage mechanisms, and the dissolution mechanism of Py through computational calculations. Overall, in this study, the promise of SMPAHs is highlighted as sustainable anode materials for LIBs, advancing energy-storage technologies toward a greener future.","PeriodicalId":21841,"journal":{"name":"Small Structures","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218408","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deep-Learning-Assisted Affinity Classification for Humoral Immunoprotein Complexes 深度学习辅助的体液免疫蛋白复合物亲和力分类
Pub Date : 2024-09-09 DOI: 10.1002/sstr.202400204
Bahar Dadfar, Safoura Vaez, Cristian Haret, Meike Koenig, Tahereh Mohammadi Hafshejani, Matthias Franzreb, Joerg Lahann
Immunoglobulins are important building blocks in biology and biotechnology. With the emergence of comprehensive deep-learning approaches, there are enormous opportunities for fast and accurate methods of classification of protein–protein interactions to arise. Herein, widely accessible image classification algorithms for species-specific typification of a range of different immunoglobulin G (IgG) complexes are repurposed. Droplets of various immunoglobulins mixed with a B-cell superantigen (SAg) (recombinant staphylococcal Protein A) are deposited onto hydrophobic polymer substrates and the resulting protein stains are imaged using polarized light microscopy. A comprehensive study based on 23 745 images finds that the pretrained convolutional neural network (CNN) InceptionV3 not only successfully categorizes IgGs from four different species but also predicts their binding affinity to Protein A: averaged over 36 binding pairs, the following are observed: 1) an overall accuracy of 81.4%, 2) the highest prediction accuracy for human IgG, the antibody with the highest binding affinity for Protein A, and 3) that the classification accuracy regarding the various IgG/Protein A ratios generally correlates with the binding strength of the protein–protein–complex as determined via circular dichroism spectroscopy. In addition, the CNN pretrained with IgG/Protein A stain images has been challenged with a new set of images using a different superantigen (SAg, Protein G). Despite the use of the unknown SAg, the CNN correctly classifies the images of human IgG and Protein G as indicated by a 94% accuracy over the various molar binding ratios. These findings are noteworthy because they demonstrate that appropriately pretrained CNNs can be used for the prediction of protein–protein interactions beyond the scope of the original training set. Aided by deep-learning methods, simple stains of mixed protein solutions may serve as accurate predictors of the strength of protein–protein interactions with relevance to protein engineering, self-aggregation, or protein stability in complex media.
免疫球蛋白是生物学和生物技术的重要组成部分。随着综合深度学习方法的出现,出现了快速、准确的蛋白质-蛋白质相互作用分类方法的巨大机遇。在此,我们将广泛使用的图像分类算法重新用于对一系列不同的免疫球蛋白 G(IgG)复合物进行物种特异性分型。将各种免疫球蛋白与 B 细胞超抗原(SAg)(重组葡萄球菌蛋白 A)混合后的液滴沉积在疏水性聚合物基底上,并使用偏振光显微镜对所产生的蛋白染色进行成像。一项基于 23 745 张图像的综合研究发现,预训练卷积神经网络(CNN)InceptionV3 不仅能成功地对来自四个不同物种的 IgG 进行分类,还能预测它们与蛋白 A 的结合亲和力:对 36 对结合对进行平均,观察到以下结果:1) 整体准确率为 81.4%;2) 人类 IgG 的预测准确率最高,它是与蛋白 A 结合亲和力最高的抗体;3) 不同 IgG/Protein A 比率的分类准确率通常与通过圆二色光谱测定的蛋白质-蛋白质-复合物的结合强度相关。此外,使用不同超抗原(SAg,蛋白质 G)的一组新图像对使用 IgG/Protein A 染色图像预训练的 CNN 进行了挑战。尽管使用了未知的 SAg,但 CNN 仍能正确地对人类 IgG 和蛋白质 G 的图像进行分类,在各种摩尔结合率下的准确率高达 94%。这些发现值得注意,因为它们证明了经过适当预训练的 CNN 可用于预测超出原始训练集范围的蛋白质-蛋白质相互作用。在深度学习方法的帮助下,混合蛋白质溶液的简单染色可以准确预测蛋白质-蛋白质相互作用的强度,这与蛋白质工程、自聚集或蛋白质在复杂介质中的稳定性息息相关。
{"title":"Deep-Learning-Assisted Affinity Classification for Humoral Immunoprotein Complexes","authors":"Bahar Dadfar, Safoura Vaez, Cristian Haret, Meike Koenig, Tahereh Mohammadi Hafshejani, Matthias Franzreb, Joerg Lahann","doi":"10.1002/sstr.202400204","DOIUrl":"https://doi.org/10.1002/sstr.202400204","url":null,"abstract":"Immunoglobulins are important building blocks in biology and biotechnology. With the emergence of comprehensive deep-learning approaches, there are enormous opportunities for fast and accurate methods of classification of protein–protein interactions to arise. Herein, widely accessible image classification algorithms for species-specific typification of a range of different immunoglobulin G (IgG) complexes are repurposed. Droplets of various immunoglobulins mixed with a B-cell superantigen (SAg) (recombinant staphylococcal Protein A) are deposited onto hydrophobic polymer substrates and the resulting protein stains are imaged using polarized light microscopy. A comprehensive study based on 23 745 images finds that the pretrained convolutional neural network (CNN) InceptionV3 not only successfully categorizes IgGs from four different species but also predicts their binding affinity to Protein A: averaged over 36 binding pairs, the following are observed: 1) an overall accuracy of 81.4%, 2) the highest prediction accuracy for human IgG, the antibody with the highest binding affinity for Protein A, and 3) that the classification accuracy regarding the various IgG/Protein A ratios generally correlates with the binding strength of the protein–protein–complex as determined via circular dichroism spectroscopy. In addition, the CNN pretrained with IgG/Protein A stain images has been challenged with a new set of images using a different superantigen (SAg, Protein G). Despite the use of the unknown SAg, the CNN correctly classifies the images of human IgG and Protein G as indicated by a 94% accuracy over the various molar binding ratios. These findings are noteworthy because they demonstrate that appropriately pretrained CNNs can be used for the prediction of protein–protein interactions beyond the scope of the original training set. Aided by deep-learning methods, simple stains of mixed protein solutions may serve as accurate predictors of the strength of protein–protein interactions with relevance to protein engineering, self-aggregation, or protein stability in complex media.","PeriodicalId":21841,"journal":{"name":"Small Structures","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218404","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Spatially Selective Ultraprecision Polishing and Cleaning by Collective Behavior of Micro Spinbots 利用微旋机器人的集体行为进行空间选择性超精密抛光和清洁
Pub Date : 2024-09-09 DOI: 10.1002/sstr.202400245
Hyeongmin Je, Sukyoung Won, Jeong Jae Wie, Sanha Kim
Untethered magnetic actuation is an attractive technique for controlling a batch of micrometer-sized soft robots. Recent advancements have enabled each robot to follow its path independently using a single magnetic device. However, applications of magnetic soft microrobots are mostly biased toward the biomedical field. In this study, thermoplastic polyurethane–Fe3O4 nanocomposite soft spinning microrobots, that is, spinbots that actuate on a tabletop magnetic stirrer, were utilized as innovative precision manufacturing tools for spatially selective precision polishing and cleaning. The pivot motion of the revolving spinbots, which involves repetitive sweeping during rotation cycles, is explored. This sweeping action physically removes nanometer-sized surface contaminants from the workpiece, achieving a cleaning efficiency of 99.6%. Multiple spinbots, up to 42 in total, simultaneously operated along their own orbital pathways on three vertically stacked wafers, thereby demonstrating an unprecedented cleaning method. In addition, the spinbots precisely removed materials from the workpiece using a three-body abrasion mechanism. Furthermore, the spinbots contributed to precise material removal, resulting in remarkable surface polishing (Ra ≈ 1.8 nm). This novel polishing system, which uses the collective behavior of multiple spinbots on a tabletop magnetic stirrer, is 1000-fold lighter than current state-of-the-art equipment aimed at achieving similar levels of fine finishing.
对于控制一批微米大小的软体机器人来说,无系磁力驱动是一项极具吸引力的技术。最近的进步使每个机器人都能使用单个磁性装置独立地沿着自己的路径前进。然而,磁性软微型机器人的应用大多偏向于生物医学领域。在这项研究中,热塑性聚氨酯-Fe3O4 纳米复合软旋转微机器人(即在桌面磁力搅拌器上驱动的旋转机器人)被用作创新的精密制造工具,用于空间选择性精密抛光和清洁。研究探讨了旋转旋转机器人的枢轴运动,其中包括在旋转周期内的重复清扫。这种清扫动作可物理去除工件上纳米级的表面污染物,清洁效率高达 99.6%。在三个垂直堆叠的晶片上,多个旋转机器人(总共多达 42 个)沿着各自的轨道路径同时运行,从而展示了一种前所未有的清洁方法。此外,自旋机器人还利用三体磨损机制精确地清除了工件上的材料。此外,自旋机器人还有助于精确去除材料,从而实现了出色的表面抛光(Ra ≈ 1.8 nm)。这种新颖的抛光系统利用台式磁力搅拌器上多个自旋机器人的集体行为,比目前旨在实现类似精细抛光水平的最先进设备轻 1000 倍。
{"title":"Spatially Selective Ultraprecision Polishing and Cleaning by Collective Behavior of Micro Spinbots","authors":"Hyeongmin Je, Sukyoung Won, Jeong Jae Wie, Sanha Kim","doi":"10.1002/sstr.202400245","DOIUrl":"https://doi.org/10.1002/sstr.202400245","url":null,"abstract":"Untethered magnetic actuation is an attractive technique for controlling a batch of micrometer-sized soft robots. Recent advancements have enabled each robot to follow its path independently using a single magnetic device. However, applications of magnetic soft microrobots are mostly biased toward the biomedical field. In this study, thermoplastic polyurethane–Fe<sub>3</sub>O<sub>4</sub> nanocomposite soft spinning microrobots, that is, spinbots that actuate on a tabletop magnetic stirrer, were utilized as innovative precision manufacturing tools for spatially selective precision polishing and cleaning. The pivot motion of the revolving spinbots, which involves repetitive sweeping during rotation cycles, is explored. This sweeping action physically removes nanometer-sized surface contaminants from the workpiece, achieving a cleaning efficiency of 99.6%. Multiple spinbots, up to 42 in total, simultaneously operated along their own orbital pathways on three vertically stacked wafers, thereby demonstrating an unprecedented cleaning method. In addition, the spinbots precisely removed materials from the workpiece using a three-body abrasion mechanism. Furthermore, the spinbots contributed to precise material removal, resulting in remarkable surface polishing (<i>R</i>\u0000<sub>a</sub> ≈ 1.8 nm). This novel polishing system, which uses the collective behavior of multiple spinbots on a tabletop magnetic stirrer, is 1000-fold lighter than current state-of-the-art equipment aimed at achieving similar levels of fine finishing.","PeriodicalId":21841,"journal":{"name":"Small Structures","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218400","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Single Site W(0) versus Re(I)-Dipyridophenazine- Based Conjugated Porous Polymer for CO2 Photoreduction 用于二氧化碳光还原的单位点 W(0) 与 Re(I)- 二哒嗪基共轭多孔聚合物
Pub Date : 2024-09-09 DOI: 10.1002/sstr.202400185
Ángela Matarín, Félix Sánchez, Laura Collado, Mariam Barawi, Victor A. de la Peña O'Shea, Avelina Arnanz, Marta Liras, Marta Iglesias
Herein, the synthesis and characterization of two robust tungsten and rhenium carbonyl complexes integrated into an organic polymer (CPP-Re, CPP-W) are reported. These polymers are obtained by a Suzuki coupling reaction between the corresponding dibromo metal-carbonyl substituted dipyrido[3,2-a:2′,3′-c]phenazine complex and 1,3,5-triphenylbenzene-4′,4″,4″,4‴-triboronic acid and integrated catalytic active sites and photosensitizer since they have not only nitrogen sites to coordinate metal active centers as rhenium or tungsten but photoactive units with good charge-separating ability which can significantly improve the CO2 photoreduction reaction (CO2PRR). These polymers show similar activity in solid–gas CO2PRR in absence of sacrificial agents to produce syn gas (CO + H2) but CPP-W selectivity to products change regarding CPP-Re being able to produce also large amount of more demanding electron products such as methane and ethane. Moreover, the single-site Re- or W-CPP catalysts could prevent the dimerization of complexes that produces its deactivation. This work shows the potential of CPPs as matrices to support single active centers for heterogeneous catalysis.
本文报告了集成到有机聚合物(CPP-Re、CPP-W)中的两种坚固的钨和铼羰基复合物的合成和表征。这些聚合物是通过相应的二溴金属羰基取代二吡啶并[3,2-a:2′,3′-c]吩嗪络合物和 1,3,5-三苯基苯-4′,4″,4″,4‴-三硼酸之间的铃木偶联反应得到的,并集成了催化活性位点和光敏剂,因为它们不仅具有氮位点来配位金属活性中心(如铼或钨),还具有具有良好电荷分离能力的光活性单元,可显著改善二氧化碳光还原反应(CO2PRR)。在没有牺牲剂的情况下,这些聚合物在固体气体 CO2PRR 中显示出类似的活性,可产生合成气体(CO + H2),但 CPP-W 对产物的选择性发生了变化,CPP-Re 还能产生大量对电子要求更高的产物,如甲烷和乙烷。此外,单位点 Re- 或 W-CPP 催化剂可以防止复合物二聚化而导致失活。这项工作显示了 CPP 作为基质支持单活性中心进行异相催化的潜力。
{"title":"Single Site W(0) versus Re(I)-Dipyridophenazine- Based Conjugated Porous Polymer for CO2 Photoreduction","authors":"Ángela Matarín, Félix Sánchez, Laura Collado, Mariam Barawi, Victor A. de la Peña O'Shea, Avelina Arnanz, Marta Liras, Marta Iglesias","doi":"10.1002/sstr.202400185","DOIUrl":"https://doi.org/10.1002/sstr.202400185","url":null,"abstract":"Herein, the synthesis and characterization of two robust tungsten and rhenium carbonyl complexes integrated into an organic polymer (<b>CPP-Re</b>, <b>CPP-W</b>) are reported. These polymers are obtained by a Suzuki coupling reaction between the corresponding dibromo metal-carbonyl substituted dipyrido[3,2-a:2′,3′-c]phenazine complex and 1,3,5-triphenylbenzene-4′,4″,4″,4‴-triboronic acid and integrated catalytic active sites and photosensitizer since they have not only nitrogen sites to coordinate metal active centers as rhenium or tungsten but photoactive units with good charge-separating ability which can significantly improve the CO<sub>2</sub> photoreduction reaction (CO<sub>2</sub>PRR). These polymers show similar activity in solid–gas CO<sub>2</sub>PRR in absence of sacrificial agents to produce syn gas (CO + H<sub>2</sub>) but <b>CPP</b><b>-W</b> selectivity to products change regarding <b>CPP-Re</b> being able to produce also large amount of more demanding electron products such as methane and ethane. Moreover, the single-site <b>Re-</b> or <b>W-CPP</b> catalysts could prevent the dimerization of complexes that produces its deactivation. This work shows the potential of CPPs as matrices to support single active centers for heterogeneous catalysis.","PeriodicalId":21841,"journal":{"name":"Small Structures","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218402","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Small Structures
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1