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Baerends EJ, Aguirre NF, Austin ND, Autschbach J, Bickelhaupt FM, Bulo R, Cappelli C, van Duin ACT, Egidi F, Fonseca Guerra C, Förster A, Franchini M, Goumans TPM, Heine T, Hellström M, Jacob CR, Jensen L, Krykunov M, van Lenthe E, Michalak A, Mitoraj MM, Neugebauer J, Nicu VP, Philipsen P, Ramanantoanina H, Rüger R, Schreckenbach G, Stener M, Swart M, Thijssen JM, Trnka T, Visscher L, Yakovlev A, van Gisbergen S. The Amsterdam Modeling Suite. J Chem Phys 2025; 162:162501. [PMID: 40260801 DOI: 10.1063/5.0258496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2025] [Accepted: 03/28/2025] [Indexed: 04/24/2025] Open
Abstract
In this paper, we present the Amsterdam Modeling Suite (AMS), a comprehensive software platform designed to support advanced molecular and materials simulations across a wide range of chemical and physical systems. AMS integrates cutting-edge quantum chemical methods, including Density Functional Theory (DFT) and time-dependent DFT, with molecular mechanics, fluid thermodynamics, machine learning techniques, and more, to enable multi-scale modeling of complex chemical systems. Its design philosophy allows for seamless coupling between components, facilitating simulations that range from small molecules to complex biomolecular and solid-state systems, making it a versatile tool for tackling interdisciplinary challenges, both in industry and in academia. The suite also emphasizes user accessibility, with an intuitive graphical interface, extensive scripting capabilities, and compatibility with high-performance computing environments.
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Affiliation(s)
- Evert Jan Baerends
- Vrije Universiteit Amsterdam, De Boelelaan 1105, 1081 HV Amsterdam, The Netherlands
| | - Nestor F Aguirre
- Software for Chemistry & Materials BV, De Boelelaan 1109, 1081HV Amsterdam, The Netherlands
| | - Nick D Austin
- Software for Chemistry & Materials BV, De Boelelaan 1109, 1081HV Amsterdam, The Netherlands
| | - Jochen Autschbach
- Department of Chemistry, University at Buffalo State University of New York, Buffalo, New York 14260-3000, USA
| | - F Matthias Bickelhaupt
- Vrije Universiteit Amsterdam, De Boelelaan 1105, 1081 HV Amsterdam, The Netherlands
- Institute for Molecules and Materials, Radboud University Nijmegen, Heyendaalseweg 135, 6525 AJ Nijmegen, The Netherlands
- Department of Chemical Sciences, University of Johannesburg, Auckland Park, Johannesburg 2006, South Africa
| | - Rosa Bulo
- Software for Chemistry & Materials BV, De Boelelaan 1109, 1081HV Amsterdam, The Netherlands
| | - Chiara Cappelli
- Scuola Normale Superiore, Piazza dei Cavalieri 7, 56126 Pisa, Italy
- IMT School for Advanced Studies Lucca, Piazza San Francesco 19, I-55100 Lucca, Italy
| | - Adri C T van Duin
- Department of Mechanical Engineering, The Pennsylvania State University, University Park, Pennsylvania 16802, USA
| | - Franco Egidi
- Software for Chemistry & Materials BV, De Boelelaan 1109, 1081HV Amsterdam, The Netherlands
| | - Célia Fonseca Guerra
- Vrije Universiteit Amsterdam, De Boelelaan 1105, 1081 HV Amsterdam, The Netherlands
| | - Arno Förster
- Vrije Universiteit Amsterdam, De Boelelaan 1105, 1081 HV Amsterdam, The Netherlands
| | - Mirko Franchini
- Software for Chemistry & Materials BV, De Boelelaan 1109, 1081HV Amsterdam, The Netherlands
| | - Theodorus P M Goumans
- Software for Chemistry & Materials BV, De Boelelaan 1109, 1081HV Amsterdam, The Netherlands
| | - Thomas Heine
- Faculty of Chemistry and Food Chemistry, TU Dresden, Bergstraße 66c, 01069 Dresden, Germany
| | - Matti Hellström
- Software for Chemistry & Materials BV, De Boelelaan 1109, 1081HV Amsterdam, The Netherlands
| | - Christoph R Jacob
- Institute of Physical and Theoretical Chemistry, Technische Universität Braunschweig, Gaußstraße 17, 38106 Braunschweig, Germany
| | - Lasse Jensen
- Department of Chemistry, The Pennsylvania State University, 104 Benkovic Building, University Park, Pennsylvania 16802, USA
| | - Mykhaylo Krykunov
- Insilico Medicine AI Limited, Level 6, Unit 08, Block A, IRENA HQ Building, Masdar City, P.O. Box 145748, Abu Dhabi, United Arab Emirates
| | - Erik van Lenthe
- Software for Chemistry & Materials BV, De Boelelaan 1109, 1081HV Amsterdam, The Netherlands
| | - Artur Michalak
- Jagiellonian University, Faculty of Chemistry, Gronostajowa 2, 30-387 Kraków, Poland
| | - Mariusz M Mitoraj
- Jagiellonian University, Faculty of Chemistry, Gronostajowa 2, 30-387 Kraków, Poland
| | - Johannes Neugebauer
- Universität Münster, Organisch-Chemisches Institut and Center for Multiscale Theory and Computation, Corrensstraße 36, 48149 Münster, Germany
| | | | - Pier Philipsen
- Software for Chemistry & Materials BV, De Boelelaan 1109, 1081HV Amsterdam, The Netherlands
| | - Harry Ramanantoanina
- Department Chemie, Johannes Gutenberg-Universität, Fritz-Strassmann Weg 2, 55128 Mainz, Germany
| | - Robert Rüger
- Software for Chemistry & Materials BV, De Boelelaan 1109, 1081HV Amsterdam, The Netherlands
| | - Georg Schreckenbach
- Department of Chemistry, University of Manitoba, Winnipeg, Manitoba R3T 2N2, Canada
| | - Mauro Stener
- Dipartimento di Scienze Chimiche e Farmaceutiche, Università degli studi di Trieste, Via Giorgieri 1, 34127 Trieste, Italy
| | - Marcel Swart
- ICREA, Pg. Lluís Companys 23, 08010 Barcelona, Spain
- IQCC and Department Química, Universitat de Girona, Campus Montilivi, 17003 Girona, Spain
| | - Jos M Thijssen
- Kavli Institute of Nanoscience, Delft University of Technology, 2628 CJ Delft, The Netherlands
| | - Tomáš Trnka
- Software for Chemistry & Materials BV, De Boelelaan 1109, 1081HV Amsterdam, The Netherlands
- National Centre for Biomolecular Research, Faculty of Science, Masaryk University, Kamenice 5, 625 00 Brno, Czech Republic
| | - Lucas Visscher
- Vrije Universiteit Amsterdam, De Boelelaan 1105, 1081 HV Amsterdam, The Netherlands
| | - Alexei Yakovlev
- Software for Chemistry & Materials BV, De Boelelaan 1109, 1081HV Amsterdam, The Netherlands
| | - Stan van Gisbergen
- Software for Chemistry & Materials BV, De Boelelaan 1109, 1081HV Amsterdam, The Netherlands
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2
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Gómez S, Rojas-Valencia N, Cappelli C, Weinhold F, Restrepo A. Towards a complete description of the reaction mechanisms between nitrenium ions and water. J Mol Model 2024; 30:382. [PMID: 39441375 DOI: 10.1007/s00894-024-06169-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2024] [Accepted: 10/04/2024] [Indexed: 10/25/2024]
Abstract
CONTEXT Nitrenium ions are intermediates in the metabolic routes producing the highly carcinogenic nitrosamines and binding to DNA molecules. The reaction mechanism of nitrenium molecules with explicit water molecules is sensibly dependent on the number of waters: when a second molecule is involved, it acts as a catalyst for the reaction, lowering intrinsic activation barriers regardless of the substituent. For all cases, the reaction force constants and reaction electron flux indicate highly synchronous reactions for n = 1 . Conversely, for n = 2 highly non-synchronous reactions are obtained, involving two separate proton transfers happening early and late in the reaction path. As a test case, for the simplest[ NH 2 ] + + 2 H 2 O reactions, orbital interactions within the NBO paradigm, bond orders, and their derivatives indicate that each individual proton transfer is highly synchronous. METHODS Molecular geometries were optimized and characterized at the B3LYP/6-311++G(d, p) level. Intrinsic reaction coordinates were calculated. CCSD(T) single point energies with the same basis were computed on all stationary points. The reaction force, reaction force constant, and reaction electron flux are used to study the evolution of the reacting systems. Natural bond orbitals are used to understand the primitive changes driving the reaction.
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Affiliation(s)
- Sara Gómez
- Classe di Scienze, Scuola Normale Superiore, Piazza dei Cavalieri 7, Pisa, 56126, Pisa, Italy.
- Departamento de Química, Universidad Nacional de Colombia, Av. Cra 30 45-03, Bogotá, 111321, Bogotá D.C., Colombia.
| | - Natalia Rojas-Valencia
- Instituto de Quimica, Universidad de Antioquia UdeA, Calle 70 No. 52-21, Medellin, 050010, Antioquia, Colombia
| | - Chiara Cappelli
- Classe di Scienze, Scuola Normale Superiore, Piazza dei Cavalieri 7, Pisa, 56126, Pisa, Italy
| | - Frank Weinhold
- Theoretical Chemistry Institute and Department of Chemistry, University of Wisconsin, Street, Madison, WI, 53706, USA
| | - Albeiro Restrepo
- Instituto de Quimica, Universidad de Antioquia UdeA, Calle 70 No. 52-21, Medellin, 050010, Antioquia, Colombia.
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3
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Savić M, Pevec A, Stevanović N, Novaković I, Matić IZ, Petrović N, Stanojković T, Milčić K, Zlatar M, Turel I, Čobeljić B, Milčić M, Gruden M. Synergy of experimental and computational chemistry: structure and biological activity of Zn(II) hydrazone complexes. Dalton Trans 2024; 53:13436-13453. [PMID: 39058304 DOI: 10.1039/d4dt01353k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/28/2024]
Abstract
In this paper, three different Zn(II) complexes with (E)-2-(2-(1-(6-bromopyridin-2-yl)ethylidene)hydrazinyl)-N,N,N-trimethyl-2-oxoethan-1-aminium chloride (HLCl) have been synthesized and characterized by single crystal X-ray diffraction, elemental analysis, IR and NMR spectroscopy. All complexes are mononuclear, with the ligand (L) coordinated in a deprotonated formally neutral zwitterionic form via NNO donor set atoms. Complex 1 forms an octahedral geometry with the composition [ZnL2](BF4)2, while complexes 2 [ZnL(NCO)2] and 3 [ZnL(N3)2] form penta-coordinated geometry. Density functional theory (DFT) calculations were performed to enhance our understanding of the structures of the synthesized complexes and the cytotoxic activity of the complexes was tested against five human cancer cell lines (HeLa, A549, MDA-MB-231, K562, LS 174T) and normal human fibroblasts MRC-5. Additionally, antibacterial and antifungal activity of these complexes was tested against a panel of Gram-negative and Gram-positive bacteria, two fungal strains, and a yeast strain. It is noteworthy that all three complexes show selective antifungal activity comparable to that of amphotericin B. Molecular docking analysis predicted that geranylgeranyl pyrophosphate synthase, an enzyme essential for sterol biosynthesis, is the most likely target for inhibition by the tested complexes.
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Affiliation(s)
- Milica Savić
- University of Belgrade - Institute of chemistry, technology and metallurgy Department of chemistry, Njegoševa 12, P.O. Box 815, 11001 Belgrade, Serbia
| | - Andrej Pevec
- Faculty of Chemistry and Chemical Technology, University of Ljubljana, Večna pot 113, 1000 Ljubljana, Slovenia
| | - Nevena Stevanović
- University of Belgrade - Faculty of Chemistry Studentski trg 12-16, 11000 Belgrade, Serbia.
| | - Irena Novaković
- University of Belgrade - Institute of chemistry, technology and metallurgy Department of chemistry, Njegoševa 12, P.O. Box 815, 11001 Belgrade, Serbia
| | - Ivana Z Matić
- Institute for Oncology and Radiology of Serbia, Pasterova 14, 11000 Belgrade, Serbia
| | - Nina Petrović
- Institute for Oncology and Radiology of Serbia, Pasterova 14, 11000 Belgrade, Serbia
- "VINČA" Institute of Nuclear Sciences-National Institute of the Republic of Serbia, University of Belgrade, Belgrade 11000, Serbia
| | - Tatjana Stanojković
- Institute for Oncology and Radiology of Serbia, Pasterova 14, 11000 Belgrade, Serbia
| | - Karla Milčić
- University of Belgrade - Faculty of Chemistry Studentski trg 12-16, 11000 Belgrade, Serbia.
| | - Matija Zlatar
- University of Belgrade - Institute of chemistry, technology and metallurgy Department of chemistry, Njegoševa 12, P.O. Box 815, 11001 Belgrade, Serbia
| | - Iztok Turel
- Faculty of Chemistry and Chemical Technology, University of Ljubljana, Večna pot 113, 1000 Ljubljana, Slovenia
| | - Božidar Čobeljić
- University of Belgrade - Faculty of Chemistry Studentski trg 12-16, 11000 Belgrade, Serbia.
| | - Miloš Milčić
- University of Belgrade - Faculty of Chemistry Studentski trg 12-16, 11000 Belgrade, Serbia.
| | - Maja Gruden
- University of Belgrade - Faculty of Chemistry Studentski trg 12-16, 11000 Belgrade, Serbia.
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Hoffmann G, Guégan F, Labet V, Joubert L, Chermette H, Morell C, Tognetti V. Expanding horizons in conceptual density functional theory: Novel ensembles and descriptors to decipher reactivity patterns. J Comput Chem 2024; 45:1716-1726. [PMID: 38580454 DOI: 10.1002/jcc.27363] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Revised: 02/16/2024] [Accepted: 02/22/2024] [Indexed: 04/07/2024]
Abstract
Conceptual density functional theory (CDFT) and the quantum reactivity descriptors stemming from it have proven to be valuable tools for understanding the chemical behavior of molecules. This article is presented as being intrinsically of dual character. In a first part, it briefly reviews, in a deliberately didactical way, the main ensembles in CDFT, while the second half presents two additional ensembles, where the chemical hardness acts as a natural variable, and their respective reactivity descriptors. The evaluation of these reactivity descriptors on common organic chemical reagents are presented and discussed.
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Affiliation(s)
- Guillaume Hoffmann
- Université de Lyon, Institut des Sciences Analytiques, UMR 5280, CNRS, Villeurbanne, France
| | - Frédéric Guégan
- IC2MP UMR 7285, Université de Poitiers - CNRS, Poitiers, France
| | - Vanessa Labet
- Sorbonne Université CNRS, MONARIS, UMR8233, Paris, France
| | - Laurent Joubert
- Univ Rouen Normandie, INSA Rouen Normandie, CNRS, Normandie Univ, COBRA UMR 6014, INC3M FR 3038, Rouen, France
| | - Henry Chermette
- Université de Lyon, Institut des Sciences Analytiques, UMR 5280, CNRS, Villeurbanne, France
| | - Christophe Morell
- Université de Lyon, Institut des Sciences Analytiques, UMR 5280, CNRS, Villeurbanne, France
| | - Vincent Tognetti
- Univ Rouen Normandie, INSA Rouen Normandie, CNRS, Normandie Univ, COBRA UMR 6014, INC3M FR 3038, Rouen, France
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5
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Hoffmann G, Chermette H, Morell C. Revisiting nucleophilicity: an index for chemical reactivity from a CDFT approach. J Mol Model 2024; 30:232. [PMID: 38937336 DOI: 10.1007/s00894-024-06020-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2024] [Accepted: 06/10/2024] [Indexed: 06/29/2024]
Abstract
CONTEXT Understanding and predicting the nucleophilic reactivity are paramount in elucidating organic chemical reactions and designing new synthetic pathways. In this study, we propose a nucleophilicity index within the framework of Conceptual Density Functional Theory (CDFT). Through rigorous theoretical formulations, we introduce an original quantum reactivity descriptor that captures the nucleophilic propensity of molecules based on their electronic structure and chemical environment. Subsequently, this proposed index is applied to a series of nucleophiles (pyrrolidines derivatives), spanning a diverse range of chemical functionalities. Our computational assessments reveal insightful correlations between the predicted nucleophilicity index and experimental observations of nucleophilic behavior. Thereby, they offer a promising avenue for advancing the understanding of organic reactivity and guiding synthetic efforts. METHODS Experimentally, Mayr's experimental parameters accounting for nucleophilicity were selected for the pyrrolidines. This study used DFT calculations at the B3LYP/Aug-cc-pVTZ level of theory using the Gaussian 16 program. Geometry optimization was thus performed, and the methodology employed for the computation of quantum reactivity descriptor is presented. Solvent effect was also taken into account using IEFPCM, and empirical dispersion correction (GD3) was employed.
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Affiliation(s)
- Guillaume Hoffmann
- Universite Claude Bernard Lyon1, ISA, UMR5280, CNRS, 5 rue de la Doua, Villeurbanne, 69100, France.
| | - Henry Chermette
- Universite Claude Bernard Lyon1, ISA, UMR5280, CNRS, 5 rue de la Doua, Villeurbanne, 69100, France
| | - Christophe Morell
- Universite Claude Bernard Lyon1, ISA, UMR5280, CNRS, 5 rue de la Doua, Villeurbanne, 69100, France
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Gómez S, Gómez S, Rojas-Valencia N, Hernández JG, Ardila-Fierro KJ, Gómez T, Cárdenas C, Hadad C, Cappelli C, Restrepo A. Interactions and reactivity in crystalline intermediates of mechanochemical cyclorhodation reactions. Phys Chem Chem Phys 2024; 26:2228-2241. [PMID: 38165158 DOI: 10.1039/d3cp04201d] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2024]
Abstract
There is experimental evidence that solid mixtures of the rhodium dimer [Cp*RhCl2]2 and benzo[h] quinoline (BHQ) produce two different polymorphic molecular cocrystals called 4α and 4β under ball milling conditions. The addition of NaOAc to the mixture leads to the formation of the rhodacycle [Cp*Rh-(BHQ)Cl], where the central Rh atom retains its tetracoordinate character. Isolate 4β reacts with NaOAc leading to the same rhodacycle while isolate 4α does not under the same conditions. We show that the puzzling difference in reactivity between the two cocrystals can be traced back to fundamental aspects of the intermolecular interactions between the BHQ and [Cp*RhCl2]2 fragments in the crystalline environment. To support this view, we report a number of descriptors of the nature and strength of chemical bonds and intermolecular interactions in the extended solids and in a cluster model. We calculate formal quantum mechanical descriptors based on electronic structure, electron density, and binding and interaction energies including an energy decomposition analysis. Without exception, all descriptors point to 4β being a transient structure higher in energy than 4α with larger local and global electrophilic and nucleophilic powers, a more favorable spatial and energetic distribution of the frontier orbitals, and a more fragile crystal structure.
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Affiliation(s)
- Sara Gómez
- Scuola Normale Superiore, Classe di Scienze, Piazza dei Cavalieri 7, 56126, Pisa, Italy.
| | - Santiago Gómez
- Instituto de Química, Universidad de Antioquia UdeA, Calle 70 No. 52-21, Medellín, Colombia.
| | - Natalia Rojas-Valencia
- Instituto de Química, Universidad de Antioquia UdeA, Calle 70 No. 52-21, Medellín, Colombia.
| | - José G Hernández
- Instituto de Química, Universidad de Antioquia UdeA, Calle 70 No. 52-21, Medellín, Colombia.
| | - Karen J Ardila-Fierro
- Instituto de Química, Universidad de Antioquia UdeA, Calle 70 No. 52-21, Medellín, Colombia.
| | - Tatiana Gómez
- Theoretical and Computational Chemistry Center, Institute of Applied Chemical Sciences, Faculty of Engineering, Universidad Autonoma de Chile, Avenida Pedro de Valdivia 425, Santiago, Chile
| | - Carlos Cárdenas
- Departamento de Física, Facultad de Ciencias, Universidad de Chile, Casilla 653, Santiago, Chile
- Centro para el desarrollo de las Nanociencias y Nanotecnología, CEDENNA, Av. Ecuador 3493, Santiago, Chile
| | - Cacier Hadad
- Instituto de Química, Universidad de Antioquia UdeA, Calle 70 No. 52-21, Medellín, Colombia.
| | - Chiara Cappelli
- Scuola Normale Superiore, Classe di Scienze, Piazza dei Cavalieri 7, 56126, Pisa, Italy.
| | - Albeiro Restrepo
- Instituto de Química, Universidad de Antioquia UdeA, Calle 70 No. 52-21, Medellín, Colombia.
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7
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Cador A, Tognetti V, Joubert L, Popelier PLA. Aza-Michael Addition in Explicit Solvent: A Relative Energy Gradient-Interacting Quantum Atoms Study. Chemphyschem 2023:e202300529. [PMID: 37728125 DOI: 10.1002/cphc.202300529] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Revised: 09/09/2023] [Accepted: 09/17/2023] [Indexed: 09/21/2023]
Abstract
Aza-Michael additions are key reactions in organic synthesis. We investigate, from a theoretical and computational point of view, several examples ranging from weak to strong electrophiles in dimethylsulfoxide treated as explicit solvent. We use the REG-IQA method, which is a quantum topological energy decomposition (Interacting Quantum Atoms, IQA) coupled to a chemical-interpretation calculator (Relative Energy Gradient, REG). We focus on the rate-limiting addition step in order to unravel the different events taking place in this step, and understand the influence of solvent on the reaction, with an eye on predicting the Mayr electrophilicity. For the first time, a link is established between an REG-IQA analysis and experimental values.
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Affiliation(s)
- Aël Cador
- Normandy Univ., COBRA UMR 6014 & FR 3038, Université de Rouen, INSA Rouen, CNRS, 1 rue Tesnière, 76821, Mont St, Aignan Cedex, France
| | - Vincent Tognetti
- Normandy Univ., COBRA UMR 6014 & FR 3038, Université de Rouen, INSA Rouen, CNRS, 1 rue Tesnière, 76821, Mont St, Aignan Cedex, France
| | - Laurent Joubert
- Normandy Univ., COBRA UMR 6014 & FR 3038, Université de Rouen, INSA Rouen, CNRS, 1 rue Tesnière, 76821, Mont St, Aignan Cedex, France
| | - Paul L A Popelier
- Department of Chemistry, The University of Manchester, Manchester, M13 9PL, Great Britain
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8
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Hernández JG, Ardila-Fierro KJ, Gómez S, Stolar T, Rubčić M, Topić E, Hadad CZ, Restrepo A. The Role of Crystalline Intermediates in Mechanochemical Cyclorhodation Reactions Elucidated by in-Situ X-ray Powder Diffraction and Computation. Chemistry 2023; 29:e202301290. [PMID: 37347170 DOI: 10.1002/chem.202301290] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 06/21/2023] [Accepted: 06/22/2023] [Indexed: 06/23/2023]
Abstract
The occurrence of crystalline intermediates in mechanochemical reactions might be more widespread than previously assumed. For example, a recent study involving the acetate-assisted C-H activation of N-Heterocycles with [Cp*RhCl2 ]2 by ball milling revealed the formation of transient cocrystals between the reagents prior to the C-H activation step. However, such crystalline intermediates were only observed through stepwise intervallic ex-situ analysis, and their exact role in the C-H activation process remained unclear. In this study, we monitored the formation of discrete, stoichiometric cocrystals between benzo[h]quinoline and [Cp*RhCl2 ]2 by ball milling using in-situ synchrotron X-ray powder diffraction. This continuous analysis revealed an initial cocrystal that transformed into a second crystalline form. Computational studies showed that differences in noncovalent interactions made the [Cp*RhCl2 ]2 unit in the later-appearing cocrystal more reactive towards NaOAc. This demonstrated the advantage of cocrystal formation before the acetate-assisted metalation-deprotonation step, and how the net cooperative action of weak interactions between the reagents in mechanochemical experiments can lead to stable supramolecular assemblies, which can enhance substrate activation under ball-milling conditions. This could explain the superiority of some mechanochemical reactions, such as acetate-assisted C-H activation, compared to their solution-based counterparts.
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Affiliation(s)
- José G Hernández
- Grupo Ciencia de los Materiales, Instituto de Química, Facultad de Ciencias Exactas y Naturales, Universidad de Antioquia, Calle 70 No 52-21, Medellín, Colombia
| | - Karen J Ardila-Fierro
- Grupo Ciencia de los Materiales, Instituto de Química, Facultad de Ciencias Exactas y Naturales, Universidad de Antioquia, Calle 70 No 52-21, Medellín, Colombia
| | - Sara Gómez
- Scuola Normale Superiore, Classe di Scienze, Piazza dei Cavalieri 7, 56126, Pisa, Italy
| | - Tomislav Stolar
- Division of Physical Chemistry, Ruđer Bošković Institute, Bijenička c. 54, 10000, Zagreb, Croatia
| | - Mirta Rubčić
- Faculty of Science Department of Chemistry, University of Zagreb, Horvatovac 102a, 10000, Zagreb, Croatia
| | - Edi Topić
- Faculty of Science Department of Chemistry, University of Zagreb, Horvatovac 102a, 10000, Zagreb, Croatia
| | - Cacier Z Hadad
- Instituto de Química, Facultad de Ciencias Exactas y Naturales Universidad de Antioquia, UdeA, Calle 70 No 52-21, Medellín, Colombia
| | - Albeiro Restrepo
- Instituto de Química, Facultad de Ciencias Exactas y Naturales Universidad de Antioquia, UdeA, Calle 70 No 52-21, Medellín, Colombia
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9
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Cuesta SA, Moreno M, López RA, Mora JR, Paz JL, Márquez EA. ElectroPredictor: An Application to Predict Mayr's Electrophilicity E through Implementation of an Ensemble Model Based on Machine Learning Algorithms. J Chem Inf Model 2023; 63:507-521. [PMID: 36594600 DOI: 10.1021/acs.jcim.2c01367] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Electrophilicity (E) is one of the most important parameters to understand the reactivity of an organic molecule. Although the theoretical electrophilicity index (ω) has been associated with E in a small homologous series, the use of w to predict E in a structurally heterogeneous set of compounds is not a trivial task. In this study, a robust ensemble model is created using Mayr's database of reactivity parameters. A combination of topological and quantum mechanical descriptors and different machine learning algorithms are employed for the model's development. The predictability of the model is assessed using different statistical parameters, and its validation is examined, including a training/test partition, an applicability domain, and a y-scrambling test. The global ensemble model presents a Q5-fold2 of 0.909 and a Qext2 of 0.912, demonstrating an excellent predictability performance of E values and showing that w is not a good descriptor for the prediction of E, especially for the case of neutral compounds. ElectroPredictor, a noncommercial Python application (https://github.com/mmoreno1/ElectroPredictor), is developed to predict E. QM9, a well-known large dataset containing 133885 neutral molecules, is used to perform a virtual screening (94.0% coverage). Finally, the 10 most electrophilic molecules are analyzed as possible new Mayr's electrophiles, which have not yet been experimentally tested. This study confirms the necessity to build an ensemble model using nonlinear machine learning algorithms, topographic descriptors, and separating molecules into charged and neutral compounds to predict E with precision.
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Affiliation(s)
- Sebastián A Cuesta
- Instituto de Simulación Computacional (ISC-USFQ), Departamento de Ingeniería Química, Universidad San Francisco de Quito, Diego de Robles y Vía Interoceánica, Quito170901, Ecuador
- Department of Chemistry, Manchester Institute of Biotechnology, The University of Manchester, 131 Princess Street, ManchesterM1 7DN, U.K
| | - Martín Moreno
- Instituto de Simulación Computacional (ISC-USFQ), Departamento de Ingeniería Química, Universidad San Francisco de Quito, Diego de Robles y Vía Interoceánica, Quito170901, Ecuador
| | - Romina A López
- Colegio San Ignacio de Loyola─Fe y Alegría, Ministerio de Educación, Quito170901, Ecuador
| | - José R Mora
- Instituto de Simulación Computacional (ISC-USFQ), Departamento de Ingeniería Química, Universidad San Francisco de Quito, Diego de Robles y Vía Interoceánica, Quito170901, Ecuador
| | - José Luis Paz
- Departamento Académico de Química Inorgánica, Facultad de Química e Ingeniería Química, Universidad Nacional Mayor de San Marcos, Cercado de Lima, Lima15081, Peru
| | - Edgar A Márquez
- Grupo de Investigaciones en Química y Biología, Departamento de Química y Biología, Facultad de Ciencias Exactas, Universidad del Norte, Carrera 51B, Km 5, vía Puerto Colombia, Barranquilla081007, Colombia
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10
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Cador A, Hoffmann G, Tognetti V, Joubert L. A theoretical study on aza-Michael additions. Theor Chem Acc 2022. [DOI: 10.1007/s00214-022-02921-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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11
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Khan SN, Griffith A, De Proft F, Miliordos E, Havenith RWA, Bykov D, Cunha AV. [Fe 4S 4] cubane in sulfite reductases: new insights into bonding properties and reactivity. Phys Chem Chem Phys 2022; 24:18543-18551. [PMID: 35904932 DOI: 10.1039/d2cp02124b] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The dissimilatory sulfite reductase enzyme has very characteristic active site where the substrate binds to an iron site, ligated by a siroheme macrocycle and a thiol directly connected to a [Fe4S4] cluster. This arrangement gives the enzyme remarkable efficiency in reducing sulfite and nitrite all the way to hydrogen sulfide and ammonia. For the first time we present a theoretical study where substrate binding modalities and activation are elucidated using active site models containing proton supply side chains and the [Fe4S4] cluster. Density functional theory (DFT) was deployed in conjunction with the energy decomposition scheme (as implemented in AMS), the quantum theory of atoms in molecules (QTAIM), and conceptual DFT (cDFT) descriptors. We quantified the role of the electrostatic interactions inside the active site created by the side chains as well as the influence of the [Fe4S4] cluster on the substrate binding. Furthermore, using conceptual DFT results we shed light of the activation process, thus, laying foundation for further mechanistic studies. We found that the bonding of the ligands to the iron complex is dominated by electrostatic interactions, but the presence of the [Fe4S4] cubane leads to substantial changes in electronic interaction. The spin state of the cubane, however, affects the binding energy only marginally. The conceptual DFT results show that the presence of the [Fe4S4] cubane affects the reactivity of the active site as it is involved in electron transfer. This is corroborated by an increase in the electrophilicity index, thus making the active site more prone to react with the ligands. The interaction energies between the ligand and the siroheme group are also increased upon the presence of the cubane group, thus, suggesting that the siroheme group is not an innocent spectator but plays an active role in the reactivity of the dSIR active site.
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Affiliation(s)
- Shahriar N Khan
- Department of Chemistry and Biochemistry, Auburn University, Auburn, AL 36849-5312, USA
| | - Alexa Griffith
- Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN 37831-6373, USA.
| | - Frank De Proft
- Eenheid Algemene Chemie (ALGC), Vrije Universiteit Brussel (VUB), Pleinlaan 2, 1050 Brussels, Belgium
| | - Evangelos Miliordos
- Department of Chemistry and Biochemistry, Auburn University, Auburn, AL 36849-5312, USA
| | - Remco W A Havenith
- Stratingh Institute for Chemistry and Zernike Institute for Advanced Materials, University of Groningen, Nijenborgh 4, 9747 AG Groningen, The Netherlands.,Ghent Quantum Chemistry Group, Department of Chemistry, Ghent University, Krijgslaan 281 (S3), B-9000 Gent, Belgium
| | - Dmytro Bykov
- Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN 37831-6373, USA.
| | - Ana V Cunha
- Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN 37831-6373, USA. .,Eenheid Algemene Chemie (ALGC), Vrije Universiteit Brussel (VUB), Pleinlaan 2, 1050 Brussels, Belgium.,Department of Chemistry of the University of Antwerp, Groenenborgerlaan 171, 2020 Antwerp, Belgium
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12
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Levina EO, Khrenova MG, Tsirelson VG. The explicit role of electron exchange in the hydrogen bonded molecular complexes. J Comput Chem 2021; 42:870-882. [PMID: 33675552 DOI: 10.1002/jcc.26507] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2020] [Revised: 02/16/2021] [Accepted: 02/18/2021] [Indexed: 01/22/2023]
Abstract
We applied a set of advanced bonding descriptors to establish the hidden electron density features and binding energy characteristics of intermolecular DH∙∙∙A hydrogen bonds (OH∙∙∙O, NH∙∙∙O and SH∙∙∙O) in 150 isolated and solvated molecular complexes. The exchange-correlation and Pauli potentials as well as corresponding local one-electron forces allowed us to explicitly ascertain how electron exchange defines the bonding picture in the proximity of the H-bond critical point. The electron density features of DH∙∙∙A interaction are governed by alterations in the electron localization in the H-bond region displaying itself in the exchange hole. At that, they do not depend on the variations in the exchange hole mobility. The electrostatic interaction mainly defines the energy of H-bonds of different types, whereas the strengthening/weakening of H-bonds in complexes with varying substituents depends on the barrier height of the exchange potential near the bond critical point. Energy variations between H-bonds in isolated and solvated systems are also caused the electron exchange peculiarities as follows from the corresponding potential and the interacting quantum atom analyses complemented by electron delocalization index calculations. Our approach is based on the bonding descriptors associated with the characteristics of the observable electron density and can be recommended for in-depth studies of non-covalent bonding.
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Affiliation(s)
- Elena O Levina
- Federal Research Centre "Fundamentals of Biotechnology" of the Russian Academy of Sciences, Moscow, Russia.,Moscow Institute of Physics and Technology, Dolgoprudny, Russia
| | - Maria G Khrenova
- Federal Research Centre "Fundamentals of Biotechnology" of the Russian Academy of Sciences, Moscow, Russia.,Moscow Institute of Physics and Technology, Dolgoprudny, Russia.,Lomonosov Moscow State University, Moscow, Russia
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13
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Hoffmann G, Balcilar M, Tognetti V, Héroux P, Gaüzère B, Adam S, Joubert L. Predicting experimental electrophilicities from quantum and topological descriptors: A machine learning approach. J Comput Chem 2020. [DOI: 10.1002/jcc.26376] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Affiliation(s)
- Guillaume Hoffmann
- Normandy Univ., COBRA UMR 6014 & FR 3038, Université de Rouen, INSA Rouen, CNRS Mont St Aignan France
| | | | - Vincent Tognetti
- Normandy Univ., COBRA UMR 6014 & FR 3038, Université de Rouen, INSA Rouen, CNRS Mont St Aignan France
| | - Pierre Héroux
- Normandie Univ., UNIROUEN, UNIHAVRE, INSA Rouen, LITIS Rouen France
| | - Benoît Gaüzère
- Normandie Univ., UNIROUEN, UNIHAVRE, INSA Rouen, LITIS Rouen France
| | - Sébastien Adam
- Normandie Univ., UNIROUEN, UNIHAVRE, INSA Rouen, LITIS Rouen France
| | - Laurent Joubert
- Normandy Univ., COBRA UMR 6014 & FR 3038, Université de Rouen, INSA Rouen, CNRS Mont St Aignan France
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14
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Hoffmann G, Tognetti V, Joubert L. Electrophilicity Indices and Halogen Bonds: Some New Alternatives to the Molecular Electrostatic Potential. J Phys Chem A 2020; 124:2090-2101. [DOI: 10.1021/acs.jpca.9b10233] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- Guillaume Hoffmann
- Normandy University, COBRA UMR 6014 & FR 3038, Université de Rouen INSA Rouen, CNRS, 1 rue Tesniére 76821 Mont St Aignan. Cedex, France
| | - Vincent Tognetti
- Normandy University, COBRA UMR 6014 & FR 3038, Université de Rouen INSA Rouen, CNRS, 1 rue Tesniére 76821 Mont St Aignan. Cedex, France
| | - Laurent Joubert
- Normandy University, COBRA UMR 6014 & FR 3038, Université de Rouen INSA Rouen, CNRS, 1 rue Tesniére 76821 Mont St Aignan. Cedex, France
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15
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Oller J, Saez DA, Vöhringer-Martinez E. Atom-Condensed Fukui Function in Condensed Phases and Biological Systems and Its Application to Enzymatic Fixation of Carbon Dioxide. J Phys Chem A 2020; 124:849-857. [PMID: 31951411 DOI: 10.1021/acs.jpca.9b07012] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Local reactivity descriptors such as atom-condensed Fukui functions are promising computational tools to study chemical reactivity at specific sites within a molecule. Their applications have been mainly focused on isolated molecules in their most stable conformation without considering the effects of the surroundings. Here we propose to combine quantum mechanics/molecular mechanics Born-Oppenheimer molecular dynamics simulations to obtain the microstates (configurations) of a molecular system using different representations of the molecular environment and calculate Boltzmann-weighted atom-condensed local reactivity descriptors based on conceptual density functional theory. Our approach takes the conformational fluctuations of the molecular system and the polarization of its electron density by the environment into account, allowing us to analyze the effect of the molecular environment on reactivity. In this contribution, we apply the method mentioned above to the catalytic fixation of carbon dioxide by crotonyl-CoA carboxylase/reductase and study if the enzyme alters the reactivity of its substrate compared with an aqueous solution. Our main result is that the protein environment activates the substrate by the elimination of solute-solvent hydrogen bonds from aqueous solution in the two elementary steps of the reaction mechanism: the nucleophilic attack of a hydride anion from NADPH on the α,β-unsaturated thioester and the electrophilic attack of carbon dioxide on the formed enolate species.
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Affiliation(s)
- Javier Oller
- Departamento de Fı́sico-Quı́mica, Facultad de Ciencias Quı́micas , Universidad de Concepción , Concepción 4070386 , Chile
| | - David Adrian Saez
- Departamento de Fı́sico-Quı́mica, Facultad de Ciencias Quı́micas , Universidad de Concepción , Concepción 4070386 , Chile
| | - Esteban Vöhringer-Martinez
- Departamento de Fı́sico-Quı́mica, Facultad de Ciencias Quı́micas , Universidad de Concepción , Concepción 4070386 , Chile
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