Quantum Mechanical Calculation of Noncovalent Interactions: A Large-Scale Evaluation of PMx, DFT, and SAPT Approaches
Abstract

Quantum mechanical (QM) calculations of noncovalent interactions are uniquely useful as tools to test and improve molecular mechanics force fields and to model the forces involved in biomolecular binding and folding. Because the more computationally tractable QM methods necessarily include approximations, which risk degrading accuracy, it is essential to evaluate such methods by comparison with high-level reference calculations. Here, we use the extensive Benchmark Energy and Geometry Database (BEGDB) of CCSD(T)/CBS reference results to evaluate the accuracy and speed of widely used QM methods for over 1200 chemically varied gas-phase dimers. In particular, we study the semiempirical PM6 and PM7 methods; density functional theory (DFT) approaches B3LYP, B97-D, M062X, and ωB97X-D; and symmetry-adapted perturbation theory (SAPT) approach. For the PM6 and DFT methods, we also examine the effects of post hoc corrections for hydrogen bonding (PM6-DH+, PM6-DH2), halogen atoms (PM6-DH2X), and dispersion (DFT-D3 with zero and Becke–Johnson damping). Several orders of the SAPT expansion are also compared, ranging from SAPT0 up to SAPT2+3, where computationally feasible. We find that all DFT methods with dispersion corrections, as well as SAPT at orders above SAPT2, consistently provide dimer interaction energies within 1.0 kcal/mol RMSE across all systems. We also show that a linear scaling of the perturbative energy terms provided by the fast SAPT0 method yields similar high accuracy, at particularly low computational cost. The energies of all the dimer systems from the various QM approaches are included in the Supporting Information, as are the full SAPT2+(3) energy decomposition for a subset of over 1000 systems. The latter can be used to guide the parametrization of molecular mechanics force fields on a term-by-term basis.
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- Pál D. Mezei, O. Anatole von Lilienfeld. Noncovalent Quantum Machine Learning Corrections to Density Functionals. Journal of Chemical Theory and Computation 2020, 16 (4) , 2647-2653. https://doi.org/10.1021/acs.jctc.0c00181
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- Chengwen Liu, Jean-Philip Piquemal, Pengyu Ren. AMOEBA+ Classical Potential for Modeling Molecular Interactions. Journal of Chemical Theory and Computation 2019, 15 (7) , 4122-4139. https://doi.org/10.1021/acs.jctc.9b00261
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- Ka Un Lao, John M. Herbert. Atomic Orbital Implementation of Extended Symmetry-Adapted Perturbation Theory (XSAPT) and Benchmark Calculations for Large Supramolecular Complexes. Journal of Chemical Theory and Computation 2018, 14 (6) , 2955-2978. https://doi.org/10.1021/acs.jctc.8b00058
- Andreas Heßelmann. DFT-SAPT Intermolecular Interaction Energies Employing Exact-Exchange Kohn–Sham Response Methods. Journal of Chemical Theory and Computation 2018, 14 (4) , 1943-1959. https://doi.org/10.1021/acs.jctc.7b01233
- Viki Kumar Prasad, Alberto Otero-de-la-Roza, and Gino A. DiLabio . Atom-Centered Potentials with Dispersion-Corrected Minimal-Basis-Set Hartree–Fock: An Efficient and Accurate Computational Approach for Large Molecular Systems. Journal of Chemical Theory and Computation 2018, 14 (2) , 726-738. https://doi.org/10.1021/acs.jctc.7b01158
- Muhammad Ali Hashmi and Matthias Lein . Carbon Nano-onions as Photosensitizers: Stacking-Induced Red-Shift. The Journal of Physical Chemistry C 2018, 122 (4) , 2422-2431. https://doi.org/10.1021/acs.jpcc.7b11421
- Ofer Reany, Amanda Li, Maayan Yefet, Michael K. Gilson, and Ehud Keinan . Attractive Interactions between Heteroallenes and the Cucurbituril Portal. Journal of the American Chemical Society 2017, 139 (24) , 8138-8145. https://doi.org/10.1021/jacs.6b13005
- Steve Scheiner . Assembly of Effective Halide Receptors from Components. Comparing Hydrogen, Halogen, and Tetrel Bonds. The Journal of Physical Chemistry A 2017, 121 (18) , 3606-3615. https://doi.org/10.1021/acs.jpca.7b02305
- Steven Vandenbrande, Michel Waroquier, Veronique Van Speybroeck, and Toon Verstraelen . The Monomer Electron Density Force Field (MEDFF): A Physically Inspired Model for Noncovalent Interactions. Journal of Chemical Theory and Computation 2017, 13 (1) , 161-179. https://doi.org/10.1021/acs.jctc.6b00969
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- Michal H. Kolář and Pavel Hobza . Computer Modeling of Halogen Bonds and Other σ-Hole Interactions. Chemical Reviews 2016, 116 (9) , 5155-5187. https://doi.org/10.1021/acs.chemrev.5b00560
- Anders S. Christensen, Tomáš Kubař, Qiang Cui, and Marcus Elstner . Semiempirical Quantum Mechanical Methods for Noncovalent Interactions for Chemical and Biochemical Applications. Chemical Reviews 2016, 116 (9) , 5301-5337. https://doi.org/10.1021/acs.chemrev.5b00584
- Ulf Ryde and Pär Söderhjelm . Ligand-Binding Affinity Estimates Supported by Quantum-Mechanical Methods. Chemical Reviews 2016, 116 (9) , 5520-5566. https://doi.org/10.1021/acs.chemrev.5b00630
- Takashi Kamachi and Kazunari Yoshizawa . Low-Mode Conformational Search Method with Semiempirical Quantum Mechanical Calculations: Application to Enantioselective Organocatalysis. Journal of Chemical Information and Modeling 2016, 56 (2) , 347-353. https://doi.org/10.1021/acs.jcim.5b00671
- Rebecca Sure and Stefan Grimme . Comprehensive Benchmark of Association (Free) Energies of Realistic Host–Guest Complexes. Journal of Chemical Theory and Computation 2015, 11 (8) , 3785-3801. https://doi.org/10.1021/acs.jctc.5b00296
- Yu-hong Lam and K. N. Houk . Origins of Stereoselectivity in Intramolecular Aldol Reactions Catalyzed by Cinchona Amines. Journal of the American Chemical Society 2015, 137 (5) , 2116-2127. https://doi.org/10.1021/ja513096x
- Jan Gerit Brandenburg, Manuel Hochheim, Thomas Bredow, and Stefan Grimme . Low-Cost Quantum Chemical Methods for Noncovalent Interactions. The Journal of Physical Chemistry Letters 2014, 5 (24) , 4275-4284. https://doi.org/10.1021/jz5021313
- Michael J. Turner, Simon Grabowsky, Dylan Jayatilaka, and Mark A. Spackman . Accurate and Efficient Model Energies for Exploring Intermolecular Interactions in Molecular Crystals. The Journal of Physical Chemistry Letters 2014, 5 (24) , 4249-4255. https://doi.org/10.1021/jz502271c
- Marcin Modrzejewski, Grzegorz Chałasiński, and Małgorzata M. Szczęśniak . Range-Separated meta-GGA Functional Designed for Noncovalent Interactions. Journal of Chemical Theory and Computation 2014, 10 (10) , 4297-4306. https://doi.org/10.1021/ct500707w
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- Tamara Husch, Alain C. Vaucher, Markus Reiher. Semiempirical molecular orbital models based on the neglect of diatomic differential overlap approximation. International Journal of Quantum Chemistry 2018, 118 (24) , e25799. https://doi.org/10.1002/qua.25799
- Aranthya H. Lima Costa, Washington S. Clemente, Katyanna S. Bezerra, José X. Lima Neto, Eudenilson L. Albuquerque, Umberto L. Fulco. Computational biochemical investigation of the binding energy interactions between an estrogen receptor and its agonists. New Journal of Chemistry 2018, 42 (24) , 19801-19810. https://doi.org/10.1039/C8NJ03521K
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- R. Radhika, R. Shankar, S. Vijayakumar, P. Kolandaivel. Role of 6-Mercaptopurine in the potential therapeutic targets DNA base pairs and G-quadruplex DNA: insights from quantum chemical and molecular dynamics simulations. Journal of Biomolecular Structure and Dynamics 2018, 36 (6) , 1369-1401. https://doi.org/10.1080/07391102.2017.1323013
- Zelig Chernia, Yoav Tsori. Complexation reactions in pyridine and 2,6-dimethylpyridine-water system: The quantum-chemical description and the path to liquid phase separation. The Journal of Chemical Physics 2018, 148 (10) , 104306. https://doi.org/10.1063/1.5010177
- Kiran Kumar, Shin M. Woo, Thomas Siu, Wilian A. Cortopassi, Fernanda Duarte, Robert S. Paton. Cation–π interactions in protein–ligand binding: theory and data-mining reveal different roles for lysine and arginine. Chemical Science 2018, 9 (10) , 2655-2665. https://doi.org/10.1039/C7SC04905F
- Tomasz Sierański. Discovering the stacking landscape of a pyridine-pyridine system. Journal of Molecular Modeling 2017, 23 (12) https://doi.org/10.1007/s00894-017-3496-4
- M.L. Perrotta, G. Saielli, G. Casella, F. Macedonio, L. Giorno, E. Drioli, A. Gugliuzza. An ultrathin suspended hydrophobic porous membrane for high-efficiency water desalination. Applied Materials Today 2017, 9 , 1-9. https://doi.org/10.1016/j.apmt.2017.04.009
- Ching-Chi Shen, Tsung-Ting Tsai, Jun-Yi Wu, Jr-Wei Ho, Yi-Wei Chen, Po-Yuan Cheng. Watching proton transfer in real time: Ultrafast photoionization-induced proton transfer in phenol-ammonia complex cation. The Journal of Chemical Physics 2017, 147 (16) , 164302. https://doi.org/10.1063/1.5001375
- Milana M. Zarić, Branko Bugarski, Mirjana Lj. Kijevčanin. Best methods for calculating interaction energies in 2-butene and butane systems. Computational and Theoretical Chemistry 2017, 1117 , 150-161. https://doi.org/10.1016/j.comptc.2017.08.001
- B.G. de Sousa, J.I.N. Oliveira, E.L. Albuquerque, U.L. Fulco, V.E. Amaro, C.A.G. Blaha. Molecular modelling and quantum biochemistry computations of a naturally occurring bioremediation enzyme: Alkane hydroxylase from Pseudomonas putida P1. Journal of Molecular Graphics and Modelling 2017, 77 , 232-239. https://doi.org/10.1016/j.jmgm.2017.08.021
- Patricia A. Hunt. Quantum Chemical Modeling of Hydrogen Bonding in Ionic Liquids. Topics in Current Chemistry 2017, 375 (3) https://doi.org/10.1007/s41061-017-0142-7
- Konrad Patkowski. Benchmark Databases of Intermolecular Interaction Energies: Design, Construction, and Significance. 2017,,, 3-91. https://doi.org/10.1016/bs.arcc.2017.06.004
- Steve Scheiner. Comparison of halide receptors based on H, halogen, chalcogen, pnicogen, and tetrel bonds. Faraday Discussions 2017, 203 , 213-226. https://doi.org/10.1039/C7FD00043J
- Loraine Morete Dutra, Osmair Vital de Oliveira, José Divino dos Santos. Computational Studies on the Encapsulation of 1,4-Dihydropyridine Derivatives into CNT(10,10). Australian Journal of Chemistry 2017, 70 (3) , 252. https://doi.org/10.1071/CH16165
- Steve Scheiner. Highly Selective Halide Receptors Based on Chalcogen, Pnicogen, and Tetrel Bonds. Chemistry - A European Journal 2016, 22 (52) , 18850-18858. https://doi.org/10.1002/chem.201603891
- Pierre Baillargeon, Édouard Caron-Duval, Émilie Pellerin, Simon Gagné, Yves Dory. Isomorphous Crystals from Diynes and Bromodiynes Involved in Hydrogen and Halogen Bonds. Crystals 2016, 6 (4) , 37. https://doi.org/10.3390/cryst6040037
- Binod Nepal, Steve Scheiner. Building a Better Halide Receptor: Optimum Choice of Spacer, Binding Unit, and Halosubstitution. ChemPhysChem 2016, 17 (6) , 836-844. https://doi.org/10.1002/cphc.201501149
- Francisco Adasme-Carreño, Camila Muñoz-Gutierrez, Jans H. Alzate-Morales. Halogen bonding in drug-like molecules: a computational and systematic study of the substituent effect. RSC Advances 2016, 6 (66) , 61837-61847. https://doi.org/10.1039/C6RA14837A
- Jr‐Wei Ho, Hung‐Chien Yen, Hui‐Qi Shi, Li‐Hao Cheng, Chih‐Nan Weng, Wei‐Kuang Chou, Chih‐Chung Chiu, Po‐Yuan Cheng. Microhydration Effects on the Ultrafast Photodynamics of Cytosine: Evidences for a Possible Hydration‐Site Dependence. Angewandte Chemie 2015, 127 (49) , 14985-14989. https://doi.org/10.1002/ange.201507524
- Jr‐Wei Ho, Hung‐Chien Yen, Hui‐Qi Shi, Li‐Hao Cheng, Chih‐Nan Weng, Wei‐Kuang Chou, Chih‐Chung Chiu, Po‐Yuan Cheng. Microhydration Effects on the Ultrafast Photodynamics of Cytosine: Evidences for a Possible Hydration‐Site Dependence. Angewandte Chemie International Edition 2015, 54 (49) , 14772-14776. https://doi.org/10.1002/anie.201507524
- Bogdan A. Marekha, Marc Bria, Myriam Moreau, Isabelle De Waele, François-Alexandre Miannay, Yevheniia Smortsova, Toshiyuki Takamuku, Oleg N. Kalugin, Mikael Kiselev, Abdenacer Idrissi. Intermolecular interactions in mixtures of 1-n-butyl-3-methylimidazolium acetate and water: Insights from IR, Raman, NMR spectroscopy and quantum chemistry calculations. Journal of Molecular Liquids 2015, 210 , 227-237. https://doi.org/10.1016/j.molliq.2015.05.015
- Zhijun Yang, Quanli Gu, Carl O. Trindle, J. L. Knee. Influences of the propyl group on the van der Waals structures of 4-propylaniline complexes with one and two argon atoms studied by electronic and cationic spectroscopy. The Journal of Chemical Physics 2015, 143 (3) , 034308. https://doi.org/10.1063/1.4927004
- Ming Huang, Timothy J. Giese, Darrin M. York. Nucleic acid reactivity: Challenges for next-generation semiempirical quantum models. Journal of Computational Chemistry 2015, 36 (18) , 1370-1389. https://doi.org/10.1002/jcc.23933
- Bogdan A. Marekha, Volodymyr A. Koverga, Myriam Moreau, Mikhail Kiselev, Toshiyuki Takamuku, Oleg N. Kalugin, Abdenacer Idrissi. Intermolecular interactions, ion solvation, and association in mixtures of 1- n -butyl-3-methylimidazolium hexafluorophosphate and γ-butyrolactone: insights from Raman spectroscopy. Journal of Raman Spectroscopy 2015, 46 (3) , 339-352. https://doi.org/10.1002/jrs.4640
- Nusret Duygu Yilmazer, Martin Korth. Enhanced semiempirical QM methods for biomolecular interactions. Computational and Structural Biotechnology Journal 2015, 13 , 169-175. https://doi.org/10.1016/j.csbj.2015.02.004
- Bogdan A. Marekha, Oleg N. Kalugin, Abdenacer Idrissi. Non-covalent interactions in ionic liquid ion pairs and ion pair dimers: a quantum chemical calculation analysis. Physical Chemistry Chemical Physics 2015, 17 (26) , 16846-16857. https://doi.org/10.1039/C5CP02197A
- Carlos T. Nieto, David Díez, Narciso M. Garrido. To be or not to be butterfly: New mechanistic insights in the Aza-Michael asymmetric addition of lithium ( R )- N -benzyl- N -(α-methylbenzyl)amide. Journal of Computational Chemistry 2014, 35 (25) , 1846-1853. https://doi.org/10.1002/jcc.23694



