Interpretable molecular models for molybdenum disulfide and insight into selective peptide recognition
Abstract
Molybdenum disulfide (MoS2) is a layered material with outstanding electrical and optical properties. Numerous studies evaluate the performance in sensors, catalysts, batteries, and composites that can benefit from guidance by simulations in all-atom resolution. However, molecular simulations remain difficult due to lack of reliable models. We introduce an interpretable force field for MoS2 with record performance that reproduces structural, interfacial, and mechanical properties in 0.1% to 5% agreement with experiments. The model overcomes structural instability, deviations in interfacial and mechanical properties by several 100%, and empirical fitting protocols in earlier models. It is compatible with several force fields for molecular dynamics simulation, including the interface force field (IFF), CVFF, DREIDING, PCFF, COMPASS, CHARMM, AMBER, and OPLS-AA. The parameters capture polar covalent bonding, Xray structure, cleavage energy, infrared spectra, bending stability, bulk modulus, Young's modulus, and contact angles with polar and nonpolar solvents. We utilized the models to uncover the binding mechanism of peptides to the MoS2 basal plane. The binding strength of several 7mer and 8mer peptides scales linearly with surface contact and replacement of surface-bound water molecules, and is tunable in a wide range from -86 to -6 kcal mol-1. The binding selectivity is multifactorial, including major contributions bymore »
- Authors:
-
- Department of Chemical and Biological Engineering, University of Colorado- Boulder, Boulder, USA
- Department of Physics and Astronomy, University of California Los Angeles, USA, California NanoSystems Institute, University of California, Los Angeles
- California NanoSystems Institute, University of California, Los Angeles, USA, Department of Materials Science and Engineering, University of California, Los Angeles
- Publication Date:
- Research Org.:
- Argonne National Laboratory (ANL), Argonne, IL (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Basic Energy Sciences (BES). Scientific User Facilities Division; National Science Foundation (NSF)
- OSTI Identifier:
- 1644225
- Alternate Identifier(s):
- OSTI ID: 1816602
- Grant/Contract Number:
- AC02-06CH11357; DMREF-1623947; CBET-1530790; OAC 1931587; DMR-1548924; ACI-1532235; ACI-1532236
- Resource Type:
- Published Article
- Journal Name:
- Chemical Science
- Additional Journal Information:
- Journal Name: Chemical Science Journal Volume: 11 Journal Issue: 33; Journal ID: ISSN 2041-6520
- Publisher:
- Royal Society of Chemistry (RSC)
- Country of Publication:
- United Kingdom
- Language:
- English
- Subject:
- 37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY
Citation Formats
Liu, Juan, Zeng, Jin, Zhu, Cheng, Miao, Jianwei, Huang, Yu, and Heinz, Hendrik. Interpretable molecular models for molybdenum disulfide and insight into selective peptide recognition. United Kingdom: N. p., 2020.
Web. doi:10.1039/D0SC01443E.
Liu, Juan, Zeng, Jin, Zhu, Cheng, Miao, Jianwei, Huang, Yu, & Heinz, Hendrik. Interpretable molecular models for molybdenum disulfide and insight into selective peptide recognition. United Kingdom. https://doi.org/10.1039/D0SC01443E
Liu, Juan, Zeng, Jin, Zhu, Cheng, Miao, Jianwei, Huang, Yu, and Heinz, Hendrik. Wed .
"Interpretable molecular models for molybdenum disulfide and insight into selective peptide recognition". United Kingdom. https://doi.org/10.1039/D0SC01443E.
@article{osti_1644225,
title = {Interpretable molecular models for molybdenum disulfide and insight into selective peptide recognition},
author = {Liu, Juan and Zeng, Jin and Zhu, Cheng and Miao, Jianwei and Huang, Yu and Heinz, Hendrik},
abstractNote = {Molybdenum disulfide (MoS2) is a layered material with outstanding electrical and optical properties. Numerous studies evaluate the performance in sensors, catalysts, batteries, and composites that can benefit from guidance by simulations in all-atom resolution. However, molecular simulations remain difficult due to lack of reliable models. We introduce an interpretable force field for MoS2 with record performance that reproduces structural, interfacial, and mechanical properties in 0.1% to 5% agreement with experiments. The model overcomes structural instability, deviations in interfacial and mechanical properties by several 100%, and empirical fitting protocols in earlier models. It is compatible with several force fields for molecular dynamics simulation, including the interface force field (IFF), CVFF, DREIDING, PCFF, COMPASS, CHARMM, AMBER, and OPLS-AA. The parameters capture polar covalent bonding, Xray structure, cleavage energy, infrared spectra, bending stability, bulk modulus, Young's modulus, and contact angles with polar and nonpolar solvents. We utilized the models to uncover the binding mechanism of peptides to the MoS2 basal plane. The binding strength of several 7mer and 8mer peptides scales linearly with surface contact and replacement of surface-bound water molecules, and is tunable in a wide range from -86 to -6 kcal mol-1. The binding selectivity is multifactorial, including major contributions by van-der-Waals coordination and charge matching of certain side groups, orientation of hydrophilic side chains towards water, and conformation flexibility. We explain the relative attraction and role of the 20 amino acids using computational and experimental data. The force field can be used to screen and interpret the assembly of MoS2-based nanomaterials and electrolyte interfaces up to a billion atoms with high accuracy, including multiscale simulations from the quantum scale to the microscale.},
doi = {10.1039/D0SC01443E},
journal = {Chemical Science},
number = 33,
volume = 11,
place = {United Kingdom},
year = {Wed Aug 26 00:00:00 EDT 2020},
month = {Wed Aug 26 00:00:00 EDT 2020}
}
https://doi.org/10.1039/D0SC01443E
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