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1.
J Chem Inf Model ; 63(22): 7124-7132, 2023 Nov 27.
Article in English | MEDLINE | ID: mdl-37947485

ABSTRACT

We provide a molecular-level description of the thermodynamics and mechanistic aspects of drug permeation through the cell membrane. As a case study, we considered the antimalaria FDA approved drug chloroquine. Molecular dynamics simulations of the molecule (in its neutral and protonated form) were performed in the presence of different lipid bilayers, with the aim of uncovering key aspects of the permeation process, a fundamental step for the drug's action. Free energy values obtained by well-tempered metadynamics simulations suggest that the neutral form is the only permeating protomer, consistent with experimental data. H-bond interactions of the drug with water molecules and membrane headgroups play a crucial role for permeation. The presence of the transmembrane potential, investigated here for the first time in a drug permeation study, does not qualitatively affect these conclusions.


Subject(s)
Lipid Bilayers , Molecular Dynamics Simulation , Cell Membrane/metabolism , Lipid Bilayers/chemistry , Water/chemistry , Thermodynamics , Chemistry, Physical
2.
J Chem Inf Model ; 63(12): 3647-3658, 2023 06 26.
Article in English | MEDLINE | ID: mdl-37319347

ABSTRACT

The initial phases of drug discovery - in silico drug design - could benefit from first principle Quantum Mechanics/Molecular Mechanics (QM/MM) molecular dynamics (MD) simulations in explicit solvent, yet many applications are currently limited by the short time scales that this approach can cover. Developing scalable first principle QM/MM MD interfaces fully exploiting current exascale machines - so far an unmet and crucial goal - will help overcome this problem, opening the way to the study of the thermodynamics and kinetics of ligand binding to protein with first principle accuracy. Here, taking two relevant case studies involving the interactions of ligands with rather large enzymes, we showcase the use of our recently developed massively scalable Multiscale Modeling in Computational Chemistry (MiMiC) QM/MM framework (currently using DFT to describe the QM region) to investigate reactions and ligand binding in enzymes of pharmacological relevance. We also demonstrate for the first time strong scaling of MiMiC-QM/MM MD simulations with parallel efficiency of ∼70% up to >80,000 cores. Thus, among many others, the MiMiC interface represents a promising candidate toward exascale applications by combining machine learning with statistical mechanics based algorithms tailored for exascale supercomputers.


Subject(s)
Molecular Dynamics Simulation , Proteins , Ligands , Proteins/chemistry , Drug Design , Drug Discovery , Quantum Theory
3.
J Chem Inf Model ; 63(1): 161-172, 2023 01 09.
Article in English | MEDLINE | ID: mdl-36468829

ABSTRACT

Chloroquine (CQ) is a first-choice drug against malaria and autoimmune diseases. It has been co-administered with zinc against SARS-CoV-2 and soon dismissed because of safety issues. The structural features of Zn-CQ complexes and the effect of CQ on zinc distribution in cells are poorly known. In this study, state-of-the-art computations combined with experiments were leveraged to solve the structural determinants of zinc-CQ interactions in solution and the solid state. NMR, ESI-MS, and X-ray absorption and diffraction methods were combined with ab initio molecular dynamics calculations to address the kinetic lability of this complex. Within the physiological pH range, CQ binds Zn2+ through the quinoline ring nitrogen, forming [Zn(CQH)Clx(H2O)3-x](3+)-x (x = 0, 1, 2, and 3) tetrahedral complexes. The Zn(CQH)Cl3 species is stable at neutral pH and at high chloride concentrations typical of the extracellular medium, but metal coordination is lost at a moderately low pH as in the lysosomal lumen. The pentacoordinate complex [Zn(CQH)(H2O)4]3+ may exist in the absence of chloride. This in vitro/in silico approach can be extended to other metal-targeting drugs and bioinorganic systems.


Subject(s)
COVID-19 , Coordination Complexes , Humans , Chloroquine/pharmacology , Chloroquine/chemistry , Molecular Dynamics Simulation , Zinc/chemistry , Chlorides , COVID-19 Drug Treatment , SARS-CoV-2 , Metals
4.
J Phys Chem Lett ; 13(51): 12004-12010, 2022 Dec 29.
Article in English | MEDLINE | ID: mdl-36540944

ABSTRACT

Native electrospray ionization-ion mobility mass spectrometry (N-ESI/IM-MS) is a powerful approach for low-resolution structural studies of DNAs in the free state and in complex with ligands. Solvent vaporization is coupled with proton transfers from ammonium ions to the DNA, resulting in a reduction of the DNA charge. Here we provide insight into these processes by classical molecular dynamics and quantum mechanics/molecular mechanics free energy calculations on the d(GpCpGpApApGpC) heptamer, for which a wealth of experiments is available. Our multiscale simulations, consistent with experimental data, reveal a highly complex scenario. The proton either sits on one of the molecules or is fully delocalized on both, depending on the level of hydration of the analytes and the size of the droplets formed during the electrospray experiments. This work complements our previous study of the intramolecular proton transfer on the same heptamer occurring after the processes studied here, and together, they provide a first molecular view of proton transfer in N-ESI/IM-MS.


Subject(s)
Molecular Dynamics Simulation , Protons , Spectrometry, Mass, Electrospray Ionization/methods , Ions/chemistry , Solvents
5.
Phys Chem Chem Phys ; 21(37): 20678-20692, 2019 Oct 07.
Article in English | MEDLINE | ID: mdl-31508628

ABSTRACT

In this work we present a high-throughput approach to the computation of absorption UV-Vis spectra tailored to mutagenesis studies. The scheme makes use of a single molecular dynamics trajectory of a reference (non-mutated) species. The shifts in absorption energy caused by a residue mutation are evaluated by building an effective potential of the environment and computing a correction term based on perturbation theory. The sampling is only performed in the phase space of the initial protein. We analyze the robustness of the method by comparing different approximations for the effective potential, the sampling of mutant residue geometries and observing the impact in the prediction of both bathocromic and hypsochromic shifts. As a test subject, we consider a red fluorescent protein variant with potential biotechnological applications.


Subject(s)
Genetic Testing/methods , Light , Proteins/chemistry , Proteins/genetics , Spectrum Analysis , Ultraviolet Rays , Molecular Dynamics Simulation , Mutation
6.
Nature ; 573(7775): 609-613, 2019 09.
Article in English | MEDLINE | ID: mdl-31534226

ABSTRACT

The underlying molecular mechanisms of cooperativity and allosteric regulation are well understood for many proteins, with haemoglobin and aspartate transcarbamoylase serving as prototypical examples1,2. The binding of effectors typically causes a structural transition of the protein that is propagated through signalling pathways to remote sites and involves marked changes on the tertiary and sometimes even the quaternary level1-5. However, the origin of these signals and the molecular mechanism of long-range signalling at an atomic level remain unclear5-8. The different spatial scales and timescales in signalling pathways render experimental observation challenging; in particular, the positions and movement of mobile protons cannot be visualized by current methods of structural analysis. Here we report the experimental observation of fluctuating low-barrier hydrogen bonds as switching elements in cooperativity pathways of multimeric enzymes. We have observed these low-barrier hydrogen bonds in ultra-high-resolution X-ray crystallographic structures of two multimeric enzymes, and have validated their assignment using computational calculations. Catalytic events at the active sites switch between low-barrier hydrogen bonds and ordinary hydrogen bonds in a circuit that consists of acidic side chains and water molecules, transmitting a signal through the collective repositioning of protons by behaving as an atomistic Newton's cradle. The resulting communication synchronizes catalysis in the oligomer. Our studies provide several lines of evidence and a working model for not only the existence of low-barrier hydrogen bonds in proteins, but also a connection to enzyme cooperativity. This finding suggests new principles of drug and enzyme design, in which sequences of residues can be purposefully included to enable long-range communication and thus the regulation of engineered biomolecules.


Subject(s)
Models, Molecular , Transketolase/chemistry , Transketolase/metabolism , Catalytic Domain , Crystallography, X-Ray , Escherichia coli/chemistry , Escherichia coli/enzymology , Humans , Hydrogen Bonding , Lactobacillus plantarum/enzymology , Lactobacillus plantarum/genetics , Molecular Dynamics Simulation , Mutation , Protein Structure, Tertiary , Pyruvate Oxidase/chemistry , Pyruvate Oxidase/genetics , Pyruvate Oxidase/metabolism , Transketolase/genetics
7.
Biochemistry ; 56(13): 1854-1864, 2017 04 04.
Article in English | MEDLINE | ID: mdl-28296385

ABSTRACT

Electronic absorption spectra are oftentimes used to identify reaction intermediates or substrates/products in enzymatic systems, as long as absorption bands can be unequivocally assigned to the species being studied. The latter task is far from trivial given the transient nature of some states and the complexity of the surrounding environment around the active site. To identify unique spectral fingerprints, controlled experiments with model compounds have been used in the past, but even these can sometimes be unreliable. Circular dichroism (CD) and ultraviolet-visible spectra have been tools of choice in the study of the rich chemistry of thiamin diphosphate-dependent enzymes. In this study, we focus on the Zymomonas mobilis pyruvate decarboxylase, and mutant analogues thereof, as a prototypical representative of the thiamin diphosphate (ThDP) enzyme superfamily. Through the use of electronic structure methods, we analyze the nature of electronic excitations in the cofactor. We find that all the determining CD bands around the 280-340 nm spectral range correspond to charge-transfer excitations between the pyrimidine and thiazolium rings of ThDP, which, most likely, is a general property of related ThDP-dependent enzymes. While we can confirm the assignments of previously proposed bands to chemical states, our calculations further suggest that a hitherto unassigned band of enzyme-bound ThDP reports on the ionization state of the canonical glutamate that is required for cofactor activation. This finding expands the spectroscopic "library" of chemical states of ThDP enzymes, permitting a simultaneous assignment of both the cofactor ThDP and the activating glutamate. We anticipate this finding to be helpful for mechanistic analyses of related ThDP enzymes.


Subject(s)
Bacterial Proteins/chemistry , Coenzymes/chemistry , Glutamic Acid/chemistry , Pyruvate Decarboxylase/chemistry , Thiamine Pyrophosphate/chemistry , Zymomonas/chemistry , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Catalytic Domain , Coenzymes/metabolism , Electron Transport , Gene Expression , Glutamic Acid/metabolism , Kinetics , Molecular Dynamics Simulation , Mutation , Protein Structure, Secondary , Pyrimidines/chemistry , Pyruvate Decarboxylase/genetics , Pyruvate Decarboxylase/metabolism , Static Electricity , Thermodynamics , Thiamine Pyrophosphate/metabolism , Zymomonas/enzymology
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