A recent article in this journal (F. Parisi et al., Phys. Chem. Chem. Phys., 2024, 26, 28037-28045) misassigned the infrared spectrum of liquid diethylmethylammonium triflate (DEMA TfO), a room-temperature ionic liquid. Results from a fresh simulation similar to theirs are shown here, to explain the error and probe the related question of the degree of hydrogen bonding (there does appear to be some). The two peaks in the NH stretch region are due to intensity borrowing (Fermi resonance) from the one NH stretch fundamental by overtone or combination state(s) involving the NH bend.
该杂志最近发表的一篇文章(F. Parisi et al., Phys)。化学。化学。理论物理。研究人员对室温离子液体三酸二乙基甲基铵(DEMA TfO)的红外光谱进行了错配。这里展示了一个与他们相似的新模拟的结果,以解释错误并探讨与氢键程度相关的问题(似乎确实有一些)。NH拉伸区的两个峰是由于强度借用(费米共振)来自一个NH拉伸基元,通过泛音或涉及NH弯曲的组合态。
{"title":"Comment on \"Understanding the infrared spectrum of the protic ionic liquid [DEMA][TfO] by atomistic simulations\" by F. Parisi, Y. Chen, K. Wippermann, C. Korte, P. M. Kowalski, M. Eikerling and C. Rodenbücher, <i>Phys. Chem. Chem. Phys.</i>, 2024, <b>26</b>, 28037.","authors":"John Joo, Allan L L East","doi":"10.1039/d5cp02379c","DOIUrl":"https://doi.org/10.1039/d5cp02379c","url":null,"abstract":"<p><p>A recent article in this journal (F. Parisi <i>et al.</i>, <i>Phys. Chem. Chem. Phys.</i>, 2024, <b>26</b>, 28037-28045) misassigned the infrared spectrum of liquid diethylmethylammonium triflate (DEMA TfO), a room-temperature ionic liquid. Results from a fresh simulation similar to theirs are shown here, to explain the error and probe the related question of the degree of hydrogen bonding (there does appear to be some). The two peaks in the NH stretch region are due to intensity borrowing (Fermi resonance) from the one NH stretch fundamental by overtone or combination state(s) involving the NH bend.</p>","PeriodicalId":99,"journal":{"name":"Physical Chemistry Chemical Physics","volume":" ","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146123320","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Emily K. Werner, Owen Wasserlein, Cassidy Mahan, Andreas Zuend, Alison Bain
Atmospheric aerosol droplets have large surface-area-to-volume ratios, leading to bulk-to-surface partitioning. This partitioning affects both the surface tension and water activity of aerosol when strong surfactants are present. The Aerosol Inorganic--Organic Mixtures Functional groups Activity Coefficients (AIOMFAC) model predicts the water activity of solutions containing mixtures of inorganic ions and organic species using a group contribution approach. However, AIOMFAC predictions for the water activity of solutions containing strong surfactants have not been validated against experimental measurements. Here, the water activities of solutions containing strong, nonionic surfactants and their mixtures with ch{NaCl} are compared against AIOMFAC model predictions. For molecules with a polyethylene glycol (PEG)-like tail, using the oxyethylene subgroup outperforms an alternative ether and alkyl subgroup approach for representing the repeating molecular substructure. This model--measurement comparison shows the importance of selecting appropriate subgroup descriptions to provide the most accurate predictions of water activity, which could improve predictions of cloud droplet activation.
{"title":"Impact of nonionic surfactants on the water activity of binary and ternary aqueous solutions","authors":"Emily K. Werner, Owen Wasserlein, Cassidy Mahan, Andreas Zuend, Alison Bain","doi":"10.1039/d5cp03917g","DOIUrl":"https://doi.org/10.1039/d5cp03917g","url":null,"abstract":"Atmospheric aerosol droplets have large surface-area-to-volume ratios, leading to bulk-to-surface partitioning. This partitioning affects both the surface tension and water activity of aerosol when strong surfactants are present. The Aerosol Inorganic--Organic Mixtures Functional groups Activity Coefficients (AIOMFAC) model predicts the water activity of solutions containing mixtures of inorganic ions and organic species using a group contribution approach. However, AIOMFAC predictions for the water activity of solutions containing strong surfactants have not been validated against experimental measurements. Here, the water activities of solutions containing strong, nonionic surfactants and their mixtures with ch{NaCl} are compared against AIOMFAC model predictions. For molecules with a polyethylene glycol (PEG)-like tail, using the oxyethylene subgroup outperforms an alternative ether and alkyl subgroup approach for representing the repeating molecular substructure. This model--measurement comparison shows the importance of selecting appropriate subgroup descriptions to provide the most accurate predictions of water activity, which could improve predictions of cloud droplet activation.","PeriodicalId":99,"journal":{"name":"Physical Chemistry Chemical Physics","volume":"2 1","pages":""},"PeriodicalIF":3.3,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146135334","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Federico Parisi, Yingzhen Chen, Klaus Wippermann, Carsten Korte, Piotr M Kowalski, Michael Eikerling, Christian Rodenbücher
Joo and East have recently published a Comment on our article (F. Parisi et al., Phys. Chem. Chem. Phys., 2024, 26, 28037, https://doi.org/10.1039/D3CP06047K). The Comment is based on the wrong assumption that we misassigned the infrared spectrum of liquid diethylmethylammonium triflate [DEMA][TfO]. The authors incorrectly claim that our hypothesis was that the two bands are due to the NH stretch mode in two different ion-pair structural types. We clarify here that our original analysis did not invoke two separate, static ion-pair structures, but rather a continuum of dynamically evolving hydrogen-bonding environments that naturally produce a broadened, bimodal band shape. The results presented in our paper are aligned with the ones presented in the Comment. The Comment brings up the concept of Fermi resonance, which indeed gives a plausible explanation of the features seen in the experimental absorption spectra.
Joo和East最近对我们的文章发表了评论(F. Parisi et al., Phys.)。化学。化学。理论物理。, 2024, 26, 28037, https://doi.org/10.1039/D3CP06047K)。该评论基于一个错误的假设,即我们错配了液体三酸二乙基甲基铵[DEMA][TfO]的红外光谱。作者错误地声称,我们的假设是,这两个波段是由于两种不同的离子对结构类型的NH拉伸模式。我们在这里澄清,我们的原始分析并没有调用两个独立的,静态的离子对结构,而是一个动态演变的氢键环境的连续体,自然产生一个加宽的,双峰带形状。我们论文中提出的结果与评论中提出的结果一致。该评论提出了费米共振的概念,它确实对实验吸收光谱中看到的特征给出了合理的解释。
{"title":"Reply to 'Comment on \"Understanding the infrared spectrum of the protic ionic liquid [DEMA][TfO] by atomistic simulations\"' by J. Joo and A. L. L. East, <i>Phys. Chem. Chem. Phys.</i>, 2026, <b>28</b>, DOI: 10.1039/D5CP02379C.","authors":"Federico Parisi, Yingzhen Chen, Klaus Wippermann, Carsten Korte, Piotr M Kowalski, Michael Eikerling, Christian Rodenbücher","doi":"10.1039/d5cp04878h","DOIUrl":"https://doi.org/10.1039/d5cp04878h","url":null,"abstract":"<p><p>Joo and East have recently published a Comment on our article (F. Parisi <i>et al.</i>, <i>Phys. Chem. Chem. Phys.</i>, 2024, <b>26</b>, 28037, https://doi.org/10.1039/D3CP06047K). The Comment is based on the wrong assumption that we <i>misassigned the infrared spectrum of liquid diethylmethylammonium triflate [DEMA][TfO]</i>. The authors incorrectly claim that our hypothesis was that the two bands are due to the NH stretch mode in two different ion-pair structural types. We clarify here that our original analysis did not invoke two separate, static ion-pair structures, but rather a continuum of dynamically evolving hydrogen-bonding environments that naturally produce a broadened, bimodal band shape. The results presented in our paper are aligned with the ones presented in the Comment. The Comment brings up the concept of Fermi resonance, which indeed gives a plausible explanation of the features seen in the experimental absorption spectra.</p>","PeriodicalId":99,"journal":{"name":"Physical Chemistry Chemical Physics","volume":" ","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146123315","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Sho Kitano, Yuta Nagasaka, Shunya Yoshida, Mana Iwai, Koji Fushimi, Hiroki Habazaki
Piezocatalysis is a promising method for generating green hydrogen peroxide (H2O2), however, improving the surface charge transfer kinetics remains challenging. In this study, we develop tetragonal barium titanate (BTO) nanoparticles modified with surface-anchored rhodium single-atom (RhSA) cocatalysts. Detailed structural characterization confirmed that the Rh species are atomically dispersed as Rh3+ coordinated with surface oxygen of BTO without forming clusters or being incorporated into the BTO lattice. Piezoresponse force microscopy revealed that RhSA does not affect the intrinsic piezoelectric polarization of the BTO. However, the BTO-RhSA catalyst produced 1.5 times more H2O2 than pristine BTO did under ultrasonic excitation. Mechanistic studies using (piezo)electrochemical measurements demonstrated that unlike conventional noble metal cocatalysts, which typically enhance the reduction kinetics, the RhSA sites on BTO do not promote the oxygen reduction reaction (ORR). Instead, they significantly accelerate the oxidation of isopropanol as a sacrificial reagent by efficiently utilizing the piezo-generated positive charges. This work establishes a surface-engineering strategy in which isolated atomic sites selectively boost positive charge-driven reactions, enabling the independent control of reduction and oxidation pathways and providing new design principles for high-performance piezocatalytic systems.
{"title":"Single-atom rhodium on BaTiO<sub>3</sub> for enhanced piezocatalytic H<sub>2</sub>O<sub>2</sub> production <i>via</i> promotion of oxidative ability.","authors":"Sho Kitano, Yuta Nagasaka, Shunya Yoshida, Mana Iwai, Koji Fushimi, Hiroki Habazaki","doi":"10.1039/d5cp04993h","DOIUrl":"https://doi.org/10.1039/d5cp04993h","url":null,"abstract":"<p><p>Piezocatalysis is a promising method for generating green hydrogen peroxide (H<sub>2</sub>O<sub>2</sub>), however, improving the surface charge transfer kinetics remains challenging. In this study, we develop tetragonal barium titanate (BTO) nanoparticles modified with surface-anchored rhodium single-atom (RhSA) cocatalysts. Detailed structural characterization confirmed that the Rh species are atomically dispersed as Rh<sup>3+</sup> coordinated with surface oxygen of BTO without forming clusters or being incorporated into the BTO lattice. Piezoresponse force microscopy revealed that RhSA does not affect the intrinsic piezoelectric polarization of the BTO. However, the BTO-RhSA catalyst produced 1.5 times more H<sub>2</sub>O<sub>2</sub> than pristine BTO did under ultrasonic excitation. Mechanistic studies using (piezo)electrochemical measurements demonstrated that unlike conventional noble metal cocatalysts, which typically enhance the reduction kinetics, the RhSA sites on BTO do not promote the oxygen reduction reaction (ORR). Instead, they significantly accelerate the oxidation of isopropanol as a sacrificial reagent by efficiently utilizing the piezo-generated positive charges. This work establishes a surface-engineering strategy in which isolated atomic sites selectively boost positive charge-driven reactions, enabling the independent control of reduction and oxidation pathways and providing new design principles for high-performance piezocatalytic systems.</p>","PeriodicalId":99,"journal":{"name":"Physical Chemistry Chemical Physics","volume":" ","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146111657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
W Wolff, M Dogan, J H C Basilio, R R Oliveira, T Pfeifer, A Dorn
We report experimental absolute total and partial ionization cross sections for electron collisions with chlorotrifluorocarbon (CFC-13, CClF3) and chlorodifluoromethane (HCFC-22, CHClF2) in the energy range from 20 to 1000 eV. For CClF3 the ionic fragments CF3+ and CClF2+ were identified to have the highest ionization cross sections, indicating a high release of chlorine and fluorine atoms. CHClF2 dissociates primarily into C(H)F2+, C(H)ClF+, and C(H)Cl+ with the release of Cl and/or F atoms. For CHClF2 single and double charged species, adiabatic ionization and partial potential energy surface calculations were performed to obtain insights into the formation-dynamics of neutral chlorine and fluorine and the pathways for the formation of metastable dications. While CHClF22+ is formed in a single-step double-electron emission, unstable CClF32+ dissociates and CClF22+ is observed. Both metastable dications have a triangular planar-like shape and show enhanced dipole moments.
{"title":"Electron-impact ionization of CClF<sub>3</sub> and CHClF<sub>2</sub>: absolute cross sections and fragmentation dynamics.","authors":"W Wolff, M Dogan, J H C Basilio, R R Oliveira, T Pfeifer, A Dorn","doi":"10.1039/d5cp04305k","DOIUrl":"https://doi.org/10.1039/d5cp04305k","url":null,"abstract":"<p><p>We report experimental absolute total and partial ionization cross sections for electron collisions with chlorotrifluorocarbon (CFC-13, CClF<sub>3</sub>) and chlorodifluoromethane (HCFC-22, CHClF<sub>2</sub>) in the energy range from 20 to 1000 eV. For CClF<sub>3</sub> the ionic fragments CF<sub>3</sub><sup>+</sup> and CClF<sub>2</sub><sup>+</sup> were identified to have the highest ionization cross sections, indicating a high release of chlorine and fluorine atoms. CHClF<sub>2</sub> dissociates primarily into C(H)F<sub>2</sub><sup>+</sup>, C(H)ClF<sup>+</sup>, and C(H)Cl<sup>+</sup> with the release of Cl and/or F atoms. For CHClF<sub>2</sub> single and double charged species, adiabatic ionization and partial potential energy surface calculations were performed to obtain insights into the formation-dynamics of neutral chlorine and fluorine and the pathways for the formation of metastable dications. While CHClF<sub>2</sub><sup>2+</sup> is formed in a single-step double-electron emission, unstable CClF<sub>3</sub><sup>2+</sup> dissociates and CClF<sub>2</sub><sup>2+</sup> is observed. Both metastable dications have a triangular planar-like shape and show enhanced dipole moments.</p>","PeriodicalId":99,"journal":{"name":"Physical Chemistry Chemical Physics","volume":" ","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146117045","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Many light-driven chemical processes (for example, excited state proton transfer, twisted intramolecular charge transfer, etc.) involve excited state potential energy surfaces having multiple local minima, driving the course of photochemistry. To unveil ultrafast coherent dynamics in such systems, we theoretically explore the excited-state linear wavepacket interferometry (WPI) upon excitation by time-delayed ultrafast pulse-pairs, modelling the excited state potential as a symmetric double-well potential. The temporal as well as spatiotemporal oscillations in excited-state population resulting from interference between wavepackets are simulated over a long period of time (of several tens of picoseconds), capturing tunnelling and reflection, both at zero temperature and at finite temperature. The influences of tuning molecular and excitation parameters, i.e., height of the barrier separating the wells and interpulse phase-locking frequency, on these oscillations are also explored. The localisation of population in either the left well or the right well as a function of interpulse delay is examined and shown to be controlled by chirping of the pulses. Further, we simulate the differential Shannon entropy as a function of time, replicating the wavepacket dynamics. Finally, we show strategies of quantum control and establish a connection between WPI in a double-well and qubits. We also extend our study to the asymmetric double-well potential to shed light on dynamics in real physical systems. Therefore, our study underscores the importance of WPI in molecular systems, having prospective applications in quantum computation and quantum information.
{"title":"Tracking spatiotemporal quantum interference in a double-well potential by femtosecond pulse-pair excitation: a theoretical study.","authors":"Subho Mitra, Arijit K De","doi":"10.1039/d5cp04698j","DOIUrl":"https://doi.org/10.1039/d5cp04698j","url":null,"abstract":"<p><p>Many light-driven chemical processes (for example, excited state proton transfer, twisted intramolecular charge transfer, <i>etc.</i>) involve excited state potential energy surfaces having multiple local minima, driving the course of photochemistry. To unveil ultrafast coherent dynamics in such systems, we theoretically explore the excited-state linear wavepacket interferometry (WPI) upon excitation by time-delayed ultrafast pulse-pairs, modelling the excited state potential as a symmetric double-well potential. The temporal as well as spatiotemporal oscillations in excited-state population resulting from interference between wavepackets are simulated over a long period of time (of several tens of picoseconds), capturing tunnelling and reflection, both at zero temperature and at finite temperature. The influences of tuning molecular and excitation parameters, <i>i.e.</i>, height of the barrier separating the wells and interpulse phase-locking frequency, on these oscillations are also explored. The localisation of population in either the left well or the right well as a function of interpulse delay is examined and shown to be controlled by chirping of the pulses. Further, we simulate the differential Shannon entropy as a function of time, replicating the wavepacket dynamics. Finally, we show strategies of quantum control and establish a connection between WPI in a double-well and qubits. We also extend our study to the asymmetric double-well potential to shed light on dynamics in real physical systems. Therefore, our study underscores the importance of WPI in molecular systems, having prospective applications in quantum computation and quantum information.</p>","PeriodicalId":99,"journal":{"name":"Physical Chemistry Chemical Physics","volume":" ","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146117180","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jiayang Leng, Zhixuan Huang, Lei Zheng, Yuhan Yang, Huilin Huang, Yongjun Gao, Lizhen Huo, Yang Li, Zhaoxi Sun, John Z H Zhang
Targeted covalent inhibitors (TCIs) have become an important modality in modern drug discovery, but computational tools for covalent pose prediction and quantitative affinity ranking remain underdeveloped. We constructed a large, structure and activity-resolved benchmark to systematically evaluate covalent docking and to develop a covalent-aware drug-target affinity (DTA) prediction framework. Starting from CovalentInDB 2.0 and related structural resources, we curated 2172 high quality covalent protein-ligand complexes spanning diverse protein classes and nine electrophilic warhead types, and used them to benchmark four docking engines (AutoDock4, CovDock in the Schrödinger Suite, GNINA and Boltz-2) in a self-docking setting. Boltz-2 shows the strongest pose-reproduction performance on our structure-resolved benchmark. However, because co-folding engines are trained on broad PDB corpora and our benchmark is also derived from PDB-resolved complexes, potential train-test overlap is likely; thus, Boltz-2 results are reported as a reference upper bound rather than a leakage-free estimate of prospective generalization. Across 17 covalent targets with quantitative IC50 data, we further assessed the relationship between docking scores and experimental pIC50 values and found that score-affinity correlations are generally weak and highly target dependent, with |r| < 0.2 for most target-software pairs and even pronounced negative correlations for several systems. We propose CovMTL-DTA to overcome these limitations, a covalent-aware multi-task DTA model that integrates ligand molecular graphs augmented with SMARTS-based warhead descriptors, pretrained protein sequence embeddings, cross-modal ligand-protein attention, and a task-relation module for inter-target transfer. Trained on curated covalent ligand-target pairs, the model outperforms classical machine-learning regressors and state-of-the-art deep DTA baselines, achieving a Pearson correlation of ∼0.77 with reduced RMSE and MAE on an independent test set. In an EGFR-focused virtual screening of ∼14 000 Michael-acceptor-containing compounds, the model prioritizes three clinically relevant EGFR covalent inhibitors within the top 1% of the ranked library and identifies structurally novel, favorable physicochemical properties hits. Our benchmark and model highlight both the strengths and limitations of current covalent docking and demonstrate how covalent-specific representations and multi-task learning can substantially improve affinity prediction and hit prioritization in covalent drug discovery.
{"title":"Revealing the limits of covalent docking and advancing affinity prediction with covalent-aware multi-task learning.","authors":"Jiayang Leng, Zhixuan Huang, Lei Zheng, Yuhan Yang, Huilin Huang, Yongjun Gao, Lizhen Huo, Yang Li, Zhaoxi Sun, John Z H Zhang","doi":"10.1039/d5cp04981d","DOIUrl":"https://doi.org/10.1039/d5cp04981d","url":null,"abstract":"<p><p>Targeted covalent inhibitors (TCIs) have become an important modality in modern drug discovery, but computational tools for covalent pose prediction and quantitative affinity ranking remain underdeveloped. We constructed a large, structure and activity-resolved benchmark to systematically evaluate covalent docking and to develop a covalent-aware drug-target affinity (DTA) prediction framework. Starting from CovalentInDB 2.0 and related structural resources, we curated 2172 high quality covalent protein-ligand complexes spanning diverse protein classes and nine electrophilic warhead types, and used them to benchmark four docking engines (AutoDock4, CovDock in the Schrödinger Suite, GNINA and Boltz-2) in a self-docking setting. Boltz-2 shows the strongest pose-reproduction performance on our structure-resolved benchmark. However, because co-folding engines are trained on broad PDB corpora and our benchmark is also derived from PDB-resolved complexes, potential train-test overlap is likely; thus, Boltz-2 results are reported as a reference upper bound rather than a leakage-free estimate of prospective generalization. Across 17 covalent targets with quantitative IC<sub>50</sub> data, we further assessed the relationship between docking scores and experimental pIC<sub>50</sub> values and found that score-affinity correlations are generally weak and highly target dependent, with |<i>r</i>| < 0.2 for most target-software pairs and even pronounced negative correlations for several systems. We propose CovMTL-DTA to overcome these limitations, a covalent-aware multi-task DTA model that integrates ligand molecular graphs augmented with SMARTS-based warhead descriptors, pretrained protein sequence embeddings, cross-modal ligand-protein attention, and a task-relation module for inter-target transfer. Trained on curated covalent ligand-target pairs, the model outperforms classical machine-learning regressors and state-of-the-art deep DTA baselines, achieving a Pearson correlation of ∼0.77 with reduced RMSE and MAE on an independent test set. In an EGFR-focused virtual screening of ∼14 000 Michael-acceptor-containing compounds, the model prioritizes three clinically relevant EGFR covalent inhibitors within the top 1% of the ranked library and identifies structurally novel, favorable physicochemical properties hits. Our benchmark and model highlight both the strengths and limitations of current covalent docking and demonstrate how covalent-specific representations and multi-task learning can substantially improve affinity prediction and hit prioritization in covalent drug discovery.</p>","PeriodicalId":99,"journal":{"name":"Physical Chemistry Chemical Physics","volume":" ","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146117090","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
You Xie, Miao Zhang, Zheng-Yong Chen, Chen Du, Jia-Qi Li, Yan Chen, Li-Mei Hao, Tao Zhang
High contact resistance induced by low quantum tunneling probability (TP) limits the performance of 2D electronic devices, making the modulation of Schottky barrier height (SBH) and contact types crucial. van der Waals heterostructures (vdWHs) composed of 2D transition metal carbides (MXenes) and metallic transition metal dichalcogenides (TMDs) serve as an ideal platform for exploring the interface contact physics in high-performance 2D devices. Via first-principles calculations, this study systematically investigates the geometric structures, stability, and electronic properties of nine XY2/Sc2CCl2 (X = Nb, Ni, Ti, V, Mn, Ta; Y = S, Se) vdWHs. The contact characteristics of these vdWHs were explored using three modulation strategies: semiconductor layer number, vertical electric field, and vertical strain. All vdWHs exhibit good thermodynamic, dynamic, and thermal stability. Except for TiS2/Sc2CCl2, which forms a p-type Schottky contact, the other eight vdWHs form n-type Schottky contacts, with their SBH dominated by the metal work function. In the intrinsic state, all vdWHs show low TP (2.67-4.87%), indicating high contact resistance. The three modulation strategies are effective: increasing the number of Sc2CCl2 layers raises SBH and reduces TP; a vertical external electric field induces reversible Schottky-Ohmic transitions (the critical field is related to the metal work function); vertical strain modulates barrier width/height via interlayer coupling, and compressive strain boosts the TP to nearly 100%. This work elucidates the modulation mechanisms of 2D metal-semiconductor interfaces, providing a theoretical basis and design strategies for low-contact-resistance, high-performance 2D electronic devices.
{"title":"Modulating the contact properties of XY<sub>2</sub>/Sc<sub>2</sub>CCl<sub>2</sub> (X = Nb, Ni, Ti, V, Mn, Ta; Y = S, Se) heterostructures <i>via</i> layer number, electric field, and vertical strain.","authors":"You Xie, Miao Zhang, Zheng-Yong Chen, Chen Du, Jia-Qi Li, Yan Chen, Li-Mei Hao, Tao Zhang","doi":"10.1039/d5cp04345j","DOIUrl":"https://doi.org/10.1039/d5cp04345j","url":null,"abstract":"<p><p>High contact resistance induced by low quantum tunneling probability (TP) limits the performance of 2D electronic devices, making the modulation of Schottky barrier height (SBH) and contact types crucial. van der Waals heterostructures (vdWHs) composed of 2D transition metal carbides (MXenes) and metallic transition metal dichalcogenides (TMDs) serve as an ideal platform for exploring the interface contact physics in high-performance 2D devices. <i>Via</i> first-principles calculations, this study systematically investigates the geometric structures, stability, and electronic properties of nine XY<sub>2</sub>/Sc<sub>2</sub>CCl<sub>2</sub> (X = Nb, Ni, Ti, V, Mn, Ta; Y = S, Se) vdWHs. The contact characteristics of these vdWHs were explored using three modulation strategies: semiconductor layer number, vertical electric field, and vertical strain. All vdWHs exhibit good thermodynamic, dynamic, and thermal stability. Except for TiS<sub>2</sub>/Sc<sub>2</sub>CCl<sub>2</sub>, which forms a p-type Schottky contact, the other eight vdWHs form n-type Schottky contacts, with their SBH dominated by the metal work function. In the intrinsic state, all vdWHs show low TP (2.67-4.87%), indicating high contact resistance. The three modulation strategies are effective: increasing the number of Sc<sub>2</sub>CCl<sub>2</sub> layers raises SBH and reduces TP; a vertical external electric field induces reversible Schottky-Ohmic transitions (the critical field is related to the metal work function); vertical strain modulates barrier width/height <i>via</i> interlayer coupling, and compressive strain boosts the TP to nearly 100%. This work elucidates the modulation mechanisms of 2D metal-semiconductor interfaces, providing a theoretical basis and design strategies for low-contact-resistance, high-performance 2D electronic devices.</p>","PeriodicalId":99,"journal":{"name":"Physical Chemistry Chemical Physics","volume":" ","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146111662","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The increasing need for reliable and trace-level detection of hazardous agrochemicals stimulated the development of hybrid surface-enhanced Raman spectroscopy (SERS)-active substrates with improved sensitivity and selectivity. A single-step, facile growth process engineered for fabricating plasmonic silver nanostructures and its application for trace detection of thiram has been explored, and detailed experimental and finite-difference time-domain (FDTD) simulation has been investigated. The SERS measurement along with FDTD simulations identified the silver nanostructure with a particle size and inter-particle gap of ∼61 nm and ∼22 nm, respectively, as the optimal plasmonic structure demonstrating the highest plasmonic coupling, which further showed the limit of detection (LOD) of 10-10 M for thiram with an enhancement factor (EF) of 4.25 × 1010. The coupling of graphene with optimal silver nanostructure exhibits a significant enhancement in the SERS signal compared with the bare silver nanostructure substrate, with about one order more increase in the EF due to the enhanced plasmonic coupling induced by the incorporation of graphene and understood from the FDTD analysis. Graphene, with its Fermi level possibly modulated and subsequently tuned to align with HOMO-LUMO levels of thiram could be responsible for improved plasmonic coupling and hence increased SERS performance.
{"title":"Facile synthesis of graphene-coupled silver nanostructure-based hybrid SERS for trace-level SERS detection of thiram.","authors":"Himani Bhatia, Kiran M Subhedar","doi":"10.1039/d5cp04512f","DOIUrl":"https://doi.org/10.1039/d5cp04512f","url":null,"abstract":"<p><p>The increasing need for reliable and trace-level detection of hazardous agrochemicals stimulated the development of hybrid surface-enhanced Raman spectroscopy (SERS)-active substrates with improved sensitivity and selectivity. A single-step, facile growth process engineered for fabricating plasmonic silver nanostructures and its application for trace detection of thiram has been explored, and detailed experimental and finite-difference time-domain (FDTD) simulation has been investigated. The SERS measurement along with FDTD simulations identified the silver nanostructure with a particle size and inter-particle gap of ∼61 nm and ∼22 nm, respectively, as the optimal plasmonic structure demonstrating the highest plasmonic coupling, which further showed the limit of detection (LOD) of 10<sup>-10</sup> M for thiram with an enhancement factor (EF) of 4.25 × 10<sup>10</sup>. The coupling of graphene with optimal silver nanostructure exhibits a significant enhancement in the SERS signal compared with the bare silver nanostructure substrate, with about one order more increase in the EF due to the enhanced plasmonic coupling induced by the incorporation of graphene and understood from the FDTD analysis. Graphene, with its Fermi level possibly modulated and subsequently tuned to align with HOMO-LUMO levels of thiram could be responsible for improved plasmonic coupling and hence increased SERS performance.</p>","PeriodicalId":99,"journal":{"name":"Physical Chemistry Chemical Physics","volume":" ","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146111669","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Surajit Metya, Iakov A Medvedkov, Daniel González, Shane J Goettl, André K Eckhardt, Ralf I Kaiser
Silicon-containing heterocyclic molecules have emerged as promising candidates in medicinal and agrochemical research. However, the synthesis of silicon-containing heterocycles has remained highly challenging. In this work, we employed the crossed molecular beams technique to elucidate the underlying reaction pathways for the synthesis of a unique class of six-membered cyclic organosilicon molecules in which silicon and nitrogen atoms occupy adjacent positions: methyl-azasilacyclohexadienylidenes - silicon and nitrogen substituted benzenes functionalized with a methyl group. This class was accessed via the reaction of ground-state silicon nitride radicals (SiN, X2Σ+) with isoprene (C5H8, X1A') under single-collision conditions at a collision energy of 25 ± 1 kJ mol-1. Integration of experimental results with electronic structure calculations revealed the formation of at least two cyclic products: 4-methyl-1-aza-2-silacyclohexa-3,5-dien-2-ylidene and 5-methyl-1-aza-2-silacyclohexa-3,5-dien-2-ylidene. The underlying mechanism shows strong similarities to the previously studied reaction of the silicon nitride radicals (SiN, X2Σ+) with 1,3-butadiene (C4H6, X1Ag), with the methyl group in isoprene classified as a spectator, thus advancing our fundamental understanding of the organosilicon chemistry through the delivery of synthetic pathways to a distinct class of silicon-containing heterocyclic molecules: methylazasilacyclo-hexadienylidenes.
{"title":"Exploring the cyclization reaction channel for the gas-phase elementary reaction between the silicon nitride radical (SiN, X<sup>2</sup>Σ<sup>+</sup>) and isoprene (C<sub>5</sub>H<sub>8</sub>, X<sup>1</sup>A') to prepare methylazasilacyclohexadienylidenes (SiNC<sub>5</sub>H<sub>7</sub>, X<sup>1</sup>A').","authors":"Surajit Metya, Iakov A Medvedkov, Daniel González, Shane J Goettl, André K Eckhardt, Ralf I Kaiser","doi":"10.1039/d5cp04314j","DOIUrl":"https://doi.org/10.1039/d5cp04314j","url":null,"abstract":"<p><p>Silicon-containing heterocyclic molecules have emerged as promising candidates in medicinal and agrochemical research. However, the synthesis of silicon-containing heterocycles has remained highly challenging. In this work, we employed the crossed molecular beams technique to elucidate the underlying reaction pathways for the synthesis of a unique class of six-membered cyclic organosilicon molecules in which silicon and nitrogen atoms occupy adjacent positions: methyl-azasilacyclohexadienylidenes - silicon and nitrogen substituted benzenes functionalized with a methyl group. This class was accessed <i>via</i> the reaction of ground-state silicon nitride radicals (SiN, X<sup>2</sup>Σ<sup>+</sup>) with isoprene (C<sub>5</sub>H<sub>8</sub>, X<sup>1</sup>A') under single-collision conditions at a collision energy of 25 ± 1 kJ mol<sup>-1</sup>. Integration of experimental results with electronic structure calculations revealed the formation of at least two cyclic products: 4-methyl-1-aza-2-silacyclohexa-3,5-dien-2-ylidene and 5-methyl-1-aza-2-silacyclohexa-3,5-dien-2-ylidene. The underlying mechanism shows strong similarities to the previously studied reaction of the silicon nitride radicals (SiN, X<sup>2</sup>Σ<sup>+</sup>) with 1,3-butadiene (C<sub>4</sub>H<sub>6</sub>, X<sup>1</sup>A<sub>g</sub>), with the methyl group in isoprene classified as a spectator, thus advancing our fundamental understanding of the organosilicon chemistry through the delivery of synthetic pathways to a distinct class of silicon-containing heterocyclic molecules: methylazasilacyclo-hexadienylidenes.</p>","PeriodicalId":99,"journal":{"name":"Physical Chemistry Chemical Physics","volume":" ","pages":""},"PeriodicalIF":2.9,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146117109","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}