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Title: Assessing the Perturbing Effects of Drugs on Lipid Bilayers Using Gramicidin Channel-Based In Silico and In Vitro Assays

Abstract

Partitioning of bioactive molecules, including drugs, into cell membranes may produce indiscriminate changes in membrane protein function. As a guide to safe drug development, it therefore becomes important to be able to predict the bilayer-perturbing potency of hydrophobic/amphiphilic drugs candidates. Toward this end, we exploited gramicidin channels as molecular force probes and developed in silico and in vitro assays to measure drugs’ bilayer-modifying potency. We examined eight drug-like molecules that were found to enhance or suppress gramicidin channel function in a thick 1,2-dierucoyl-sn-glycero-3-phosphocholine (DC22:1PC) but not in thin 1,2-dioleoyl-sn-glycero-3-phosphocholine (DC18:1PC) lipid bilayer. The mechanism underlying this difference was attributable to the changes in gramicidin dimerization free energy by drug-induced perturbations of lipid bilayer physical properties and bilayer–gramicidin interactions. The combined in silico and in vitro approaches, which allow for predicting the perturbing effects of drug candidates on membrane protein function, have implications for preclinical drug safety assessment.

Authors:
 [1];  [2]; ORCiD logo [1];  [1];  [1]; ORCiD logo [1];  [1]; ORCiD logo [2]; ORCiD logo [1]
  1. Biosciences and Biotechnology Division, Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory, Livermore, California 94550, United States
  2. Department of Physiology and Biophysics, Weill Cornell Medicine, New York, New York 10065, United States
Publication Date:
Research Org.:
Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
Sponsoring Org.:
USDOE Office of Science (SC), Basic Energy Sciences (BES); National Institutes of Health (NIH); USDOE National Nuclear Security Administration (NNSA)
OSTI Identifier:
1669192
Alternate Identifier(s):
OSTI ID: 1683620; OSTI ID: 1813710
Report Number(s):
LLNL-JRNL-807837
Journal ID: ISSN 0022-2623
Grant/Contract Number:  
18-ERD-035; AC52-07NA27344; R01 GM021342
Resource Type:
Published Article
Journal Name:
Journal of Medicinal Chemistry
Additional Journal Information:
Journal Name: Journal of Medicinal Chemistry Journal Volume: 63 Journal Issue: 20; Journal ID: ISSN 0022-2623
Publisher:
American Chemical Society (ACS)
Country of Publication:
United States
Language:
English
Subject:
60 APPLIED LIFE SCIENCES; vesicles; monomers; fluorescence; oligomers; molecules; 59 BASIC BIOLOGICAL SCIENCES

Citation Formats

Sun, Delin, Peyear, Thasin A., Bennett, W. F. Drew, Holcomb, Matthew, He, Stewart, Zhu, Fangqiang, Lightstone, Felice C., Andersen, Olaf S., and Ingólfsson, Helgi I. Assessing the Perturbing Effects of Drugs on Lipid Bilayers Using Gramicidin Channel-Based In Silico and In Vitro Assays. United States: N. p., 2020. Web. doi:10.1021/acs.jmedchem.0c00958.
Sun, Delin, Peyear, Thasin A., Bennett, W. F. Drew, Holcomb, Matthew, He, Stewart, Zhu, Fangqiang, Lightstone, Felice C., Andersen, Olaf S., & Ingólfsson, Helgi I. Assessing the Perturbing Effects of Drugs on Lipid Bilayers Using Gramicidin Channel-Based In Silico and In Vitro Assays. United States. https://doi.org/10.1021/acs.jmedchem.0c00958
Sun, Delin, Peyear, Thasin A., Bennett, W. F. Drew, Holcomb, Matthew, He, Stewart, Zhu, Fangqiang, Lightstone, Felice C., Andersen, Olaf S., and Ingólfsson, Helgi I. Fri . "Assessing the Perturbing Effects of Drugs on Lipid Bilayers Using Gramicidin Channel-Based In Silico and In Vitro Assays". United States. https://doi.org/10.1021/acs.jmedchem.0c00958.
@article{osti_1669192,
title = {Assessing the Perturbing Effects of Drugs on Lipid Bilayers Using Gramicidin Channel-Based In Silico and In Vitro Assays},
author = {Sun, Delin and Peyear, Thasin A. and Bennett, W. F. Drew and Holcomb, Matthew and He, Stewart and Zhu, Fangqiang and Lightstone, Felice C. and Andersen, Olaf S. and Ingólfsson, Helgi I.},
abstractNote = {Partitioning of bioactive molecules, including drugs, into cell membranes may produce indiscriminate changes in membrane protein function. As a guide to safe drug development, it therefore becomes important to be able to predict the bilayer-perturbing potency of hydrophobic/amphiphilic drugs candidates. Toward this end, we exploited gramicidin channels as molecular force probes and developed in silico and in vitro assays to measure drugs’ bilayer-modifying potency. We examined eight drug-like molecules that were found to enhance or suppress gramicidin channel function in a thick 1,2-dierucoyl-sn-glycero-3-phosphocholine (DC22:1PC) but not in thin 1,2-dioleoyl-sn-glycero-3-phosphocholine (DC18:1PC) lipid bilayer. The mechanism underlying this difference was attributable to the changes in gramicidin dimerization free energy by drug-induced perturbations of lipid bilayer physical properties and bilayer–gramicidin interactions. The combined in silico and in vitro approaches, which allow for predicting the perturbing effects of drug candidates on membrane protein function, have implications for preclinical drug safety assessment.},
doi = {10.1021/acs.jmedchem.0c00958},
journal = {Journal of Medicinal Chemistry},
number = 20,
volume = 63,
place = {United States},
year = {Fri Sep 18 00:00:00 EDT 2020},
month = {Fri Sep 18 00:00:00 EDT 2020}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
https://doi.org/10.1021/acs.jmedchem.0c00958

Figures / Tables:

Figure 1 Figure 1: Gramicidin channel function. (a) Cation conducting $β$6.3-helical gramicidin A (gA) channels form by transmembrane dimerization of two non-conducting gA monomer subunits. (b) When amphiphiles (drugs) are added to the aqueous phase and partition into the bilayer, it will alter physical properties and thereby shift the gramicidin monomer ↔more » dimer equilibrium, usually toward the dimer.« less

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Works referenced in this record:

Amphiphile regulation of ion channel function by changes in the bilayer spring constant
journal, August 2010

  • Lundbaek, J. A.; Koeppe, R. E.; Andersen, O. S.
  • Proceedings of the National Academy of Sciences, Vol. 107, Issue 35
  • DOI: 10.1073/pnas.1007455107

Transferable MARTINI Model of Poly(ethylene Oxide)
journal, July 2018

  • Grunewald, Fabian; Rossi, Giulia; de Vries, Alex H.
  • The Journal of Physical Chemistry B, Vol. 122, Issue 29
  • DOI: 10.1021/acs.jpcb.8b04760

Fluorinated Alcohols’ Effects on Lipid Bilayer Properties
journal, August 2018


Volatile anesthetics inhibit sodium channels without altering bulk lipid bilayer properties
journal, November 2014

  • Herold, Karl F.; Sanford, R. Lea; Lee, William
  • Journal of General Physiology, Vol. 144, Issue 6
  • DOI: 10.1085/jgp.201411172

Lipid bilayer regulation of membrane protein function: gramicidin channels as molecular force probes
journal, July 2009

  • Lundbæk, Jens A.; Collingwood, Shemille A.; Ingólfsson, Helgi I.
  • Journal of The Royal Society Interface, Vol. 7, Issue 44
  • DOI: 10.1098/rsif.2009.0443

Parameters for Martini sterols and hopanoids based on a virtual-site description
journal, December 2015

  • Melo, M. N.; Ingólfsson, H. I.; Marrink, S. J.
  • The Journal of Chemical Physics, Vol. 143, Issue 24
  • DOI: 10.1063/1.4937783

Alcohol's Effects on Lipid Bilayer Properties
journal, August 2011


Structural Determinants of the Supramolecular Organization of G Protein-Coupled Receptors in Bilayers
journal, June 2012

  • Periole, Xavier; Knepp, Adam M.; Sakmar, Thomas P.
  • Journal of the American Chemical Society, Vol. 134, Issue 26
  • DOI: 10.1021/ja303286e

Lysophospholipids modulate channel function by altering the mechanical properties of lipid bilayers.
journal, October 1994

  • Lundbaek, J. A.; Andersen, O. S.
  • Journal of General Physiology, Vol. 104, Issue 4
  • DOI: 10.1085/jgp.104.4.645

Badapple: promiscuity patterns from noisy evidence
journal, May 2016

  • Yang, Jeremy J.; Ursu, Oleg; Lipinski, Christopher A.
  • Journal of Cheminformatics, Vol. 8, Issue 1
  • DOI: 10.1186/s13321-016-0137-3

The MARTINI Coarse-Grained Force Field: Extension to Proteins
journal, April 2008

  • Monticelli, Luca; Kandasamy, Senthil K.; Periole, Xavier
  • Journal of Chemical Theory and Computation, Vol. 4, Issue 5
  • DOI: 10.1021/ct700324x

Structure of Gramicidin A in a Lipid Bilayer Environment Determined Using Molecular Dynamics Simulations and Solid-State NMR Data
journal, August 2003

  • Allen, Toby W.; Andersen, Olaf S.; Roux, Benoit
  • Journal of the American Chemical Society, Vol. 125, Issue 32
  • DOI: 10.1021/ja029317k

Bilayer Effects of Antimalarial Compounds
journal, November 2015


GROMACS: High performance molecular simulations through multi-level parallelism from laptops to supercomputers
journal, September 2015


Mathematical functions for the analysis of luminescence decays with underlying distributions 1. Kohlrausch decay function (stretched exponential)
journal, August 2005


Screening for Small Molecules' Bilayer-Modifying Potential Using a Gramicidin-Based Fluorescence Assay
journal, August 2010

  • Ingólfsson, Helgi I.; Andersen, Olaf S.
  • ASSAY and Drug Development Technologies, Vol. 8, Issue 4
  • DOI: 10.1089/adt.2009.0250

The Gramicidin A Transmembrane Channel: A Proposed  (L,D) Helix
journal, March 1971

  • Urry, D. W.
  • Proceedings of the National Academy of Sciences, Vol. 68, Issue 3
  • DOI: 10.1073/pnas.68.3.672

CHARMM general force field: A force field for drug-like molecules compatible with the CHARMM all-atom additive biological force fields
journal, January 2009

  • Vanommeslaeghe, K.; Hatcher, E.; Acharya, C.
  • Journal of Computational Chemistry
  • DOI: 10.1002/jcc.21367

Free energy of WALP23 dimer association in DMPC, DPPC, and DOPC bilayers
journal, April 2013


MARTINI Coarse-Grained Model of Triton TX-100 in Pure DPPC Monolayer and Bilayer Interfaces
journal, April 2016

  • Pizzirusso, Antonio; De Nicola, Antonio; Milano, Giuseppe
  • The Journal of Physical Chemistry B, Vol. 120, Issue 16
  • DOI: 10.1021/acs.jpcb.6b00646

PLUMED 2: New feathers for an old bird
journal, February 2014

  • Tribello, Gareth A.; Bonomi, Massimiliano; Branduardi, Davide
  • Computer Physics Communications, Vol. 185, Issue 2
  • DOI: 10.1016/j.cpc.2013.09.018

Small-Molecule Photostabilizing Agents are Modifiers of Lipid Bilayer Properties
journal, June 2013

  • Alejo, Jose L.; Blanchard, Scott C.; Andersen, Olaf S.
  • Biophysical Journal, Vol. 104, Issue 11
  • DOI: 10.1016/j.bpj.2013.04.039

Update of the CHARMM All-Atom Additive Force Field for Lipids: Validation on Six Lipid Types
journal, June 2010

  • Klauda, Jeffery B.; Venable, Richard M.; Freites, J. Alfredo
  • The Journal of Physical Chemistry B, Vol. 114, Issue 23
  • DOI: 10.1021/jp101759q

A general mechanism for drug promiscuity: Studies with amiodarone and other antiarrhythmics
journal, November 2015

  • Rusinova, Radda; Koeppe, Roger E.; Andersen, Olaf S.
  • Journal of General Physiology, Vol. 146, Issue 6
  • DOI: 10.1085/jgp.201511470

The Free Energy Landscape of Dimerization of a Membrane Protein, NanC
journal, January 2014


Ion transport in a model gramicidin channel. Structure and thermodynamics
journal, May 1991


Influence of Hydrophobic Mismatch on Structures and Dynamics of Gramicidin A and Lipid Bilayers
journal, April 2012


Molecular Mechanism for Gramicidin Dimerization and Dissociation in Bilayers of Different Thickness
journal, November 2019


CHARMM-GUI: A web-based graphical user interface for CHARMM
journal, March 2008

  • Jo, Sunhwan; Kim, Taehoon; Iyer, Vidyashankara G.
  • Journal of Computational Chemistry, Vol. 29, Issue 11
  • DOI: 10.1002/jcc.20945

Convergence and Sampling in Determining Free Energy Landscapes for Membrane Protein Association
journal, November 2016

  • Domański, Jan; Hedger, George; Best, Robert B.
  • The Journal of Physical Chemistry B, Vol. 121, Issue 15
  • DOI: 10.1021/acs.jpcb.6b08445

The Ecstasy and Agony of Assay Interference Compounds
journal, February 2017


Channel formation kinetics of gramicidin A in lipid bilayer membranes
journal, December 1973

  • Bamberg, E.; Läuger, P.
  • The Journal of Membrane Biology, Vol. 11, Issue 1
  • DOI: 10.1007/BF01869820

Optimization of the Additive CHARMM All-Atom Protein Force Field Targeting Improved Sampling of the Backbone ϕ, ψ and Side-Chain χ 1 and χ 2 Dihedral Angles
journal, August 2012

  • Best, Robert B.; Zhu, Xiao; Shim, Jihyun
  • Journal of Chemical Theory and Computation, Vol. 8, Issue 9
  • DOI: 10.1021/ct300400x

Multidimensional replica-exchange method for free-energy calculations
journal, October 2000

  • Sugita, Yuji; Kitao, Akio; Okamoto, Yuko
  • The Journal of Chemical Physics, Vol. 113, Issue 15
  • DOI: 10.1063/1.1308516

THE weighted histogram analysis method for free-energy calculations on biomolecules. I. The method
journal, October 1992

  • Kumar, Shankar; Rosenberg, John M.; Bouzida, Djamal
  • Journal of Computational Chemistry, Vol. 13, Issue 8
  • DOI: 10.1002/jcc.540130812

Studies on a Bactericidal Agent Extracted from a soil Bacillus
journal, July 1939

  • Dubos, René J.
  • Journal of Experimental Medicine, Vol. 70, Issue 1
  • DOI: 10.1084/jem.70.1.1

Gramicidin-based Fluorescence Assay; for Determining Small Molecules Potential for Modifying Lipid Bilayer Properties
journal, January 2010

  • Ingólfsson, Helgi I.; Sanford, R. Lea; Kapoor, Ruchi
  • Journal of Visualized Experiments, Issue 44
  • DOI: 10.3791/2131

Ion transfer across lipid membranes in the presence of gramicidin A
journal, August 1972


Exchange of Gramicidin between Lipid Bilayers: Implications for the Mechanism of Channel Formation
journal, October 2017


The effects of bilayer thickness and tension on gramicidin single-channel lifetime
journal, October 1983

  • Elliott, J. R.; Needham, D.; Dilger, J. P.
  • Biochimica et Biophysica Acta (BBA) - Biomembranes, Vol. 735, Issue 1
  • DOI: 10.1016/0005-2736(83)90264-X

Chemistry: Chemical con artists foil drug discovery
journal, September 2014

  • Baell, Jonathan; Walters, Michael A.
  • Nature, Vol. 513, Issue 7519
  • DOI: 10.1038/513481a

Spring Constants for Channel-Induced Lipid Bilayer Deformations Estimates Using Gramicidin Channels
journal, February 1999


The MARTINI Force Field:  Coarse Grained Model for Biomolecular Simulations
journal, July 2007

  • Marrink, Siewert J.; Risselada, H. Jelger; Yefimov, Serge
  • The Journal of Physical Chemistry B, Vol. 111, Issue 27
  • DOI: 10.1021/jp071097f

Phytochemicals Perturb Membranes and Promiscuously Alter Protein Function
journal, June 2014

  • Ingólfsson, Helgi I.; Thakur, Pratima; Herold, Karl F.
  • ACS Chemical Biology, Vol. 9, Issue 8
  • DOI: 10.1021/cb500086e

High-Throughput Simulations Reveal Membrane-Mediated Effects of Alcohols on MscL Gating
journal, February 2017

  • Melo, Manuel N.; Arnarez, Clément; Sikkema, Hendrik
  • Journal of the American Chemical Society, Vol. 139, Issue 7
  • DOI: 10.1021/jacs.6b11091

Energetics of ion conduction through the gramicidin channel
journal, December 2003

  • Allen, T. W.; Andersen, O. S.; Roux, B.
  • Proceedings of the National Academy of Sciences, Vol. 101, Issue 1
  • DOI: 10.1073/pnas.2635314100

Structures of Gramicidins A, B, and C Incorporated into Sodium Dodecyl Sulfate Micelles ,
journal, October 2001

  • Townsley, Lara E.; Tucker, W. Andrew; Sham, Simon
  • Biochemistry, Vol. 40, Issue 39
  • DOI: 10.1021/bi010942w

Antidepressants are modifiers of lipid bilayer properties
journal, February 2019

  • Kapoor, Ruchi; Peyear, Thasin A.; Koeppe, Roger E.
  • Journal of General Physiology, Vol. 151, Issue 3
  • DOI: 10.1085/jgp.201812263

Thiazolidinedione insulin sensitizers alter lipid bilayer properties and voltage-dependent sodium channel function: implications for drug discovery
journal, July 2011

  • Rusinova, Radda; Herold, Karl F.; Sanford, R. Lea
  • Journal of General Physiology, Vol. 138, Issue 2
  • DOI: 10.1085/jgp.201010529

Prediction of Hydrophobic (Lipophilic) Properties of Small Organic Molecules Using Fragmental Methods:  An Analysis of ALOGP and CLOGP Methods
journal, May 1998

  • Ghose, Arup K.; Viswanadhan, Vellarkad N.; Wendoloski, John J.
  • The Journal of Physical Chemistry A, Vol. 102, Issue 21
  • DOI: 10.1021/jp980230o

Gramicidin A Channel Formation Induces Local Lipid Redistribution I: Experiment and Simulation
journal, March 2017

  • Beaven, Andrew H.; Maer, Andreia M.; Sodt, Alexander J.
  • Biophysical Journal, Vol. 112, Issue 6
  • DOI: 10.1016/j.bpj.2017.01.028

Whole Cell Screen for Inhibitors of pH Homeostasis in Mycobacterium tuberculosis
journal, July 2013


Computational Lipidomics with insane : A Versatile Tool for Generating Custom Membranes for Molecular Simulations
journal, April 2015

  • Wassenaar, Tsjerk A.; Ingólfsson, Helgi I.; Böckmann, Rainer A.
  • Journal of Chemical Theory and Computation, Vol. 11, Issue 5
  • DOI: 10.1021/acs.jctc.5b00209

Clinical concentrations of chemically diverse general anesthetics minimally affect lipid bilayer properties
journal, March 2017

  • Herold, Karl F.; Sanford, R. Lea; Lee, William
  • Proceedings of the National Academy of Sciences, Vol. 114, Issue 12
  • DOI: 10.1073/pnas.1611717114

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