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1.
J Comput Chem ; 43(6): 431-434, 2022 03 05.
Article in English | MEDLINE | ID: mdl-34921560

ABSTRACT

Consistent buckling distortions of a large membrane patch (200 × 200 Å) are observed during molecular dynamics (MD) simulations using the Monte-Carlo (MC) barostat in combination with a hard Lennard-Jones (LJ) cutoff. The buckling behavior is independent of both the simulation engine and the force field but requires the MC barostat-hard LJ cutoff combination. Similar simulations of a smaller patch (90 × 90 Å) do not show buckling, but do show a small, systematic reduction in the surface area accompanied by ~1 Å thickening suggestive of compression. We show that a mismatch in the way potentials and forces are handled in the dynamical equations versus the MC barostat results in a compressive load on the membrane. Moreover, a straightforward application of elasticity theory reveals that a minimal compression of the linear dimensions of the membrane, inversely proportional to the edge length, is required for buckling, explaining this differential behavior. We recommend always using LJ force or potential-switching when the MC barostat is employed to avoid undesirable membrane deformations.


Subject(s)
Membranes, Artificial , Molecular Dynamics Simulation , Pressure , Models, Theoretical , Monte Carlo Method
2.
PLoS Comput Biol ; 16(7): e1007884, 2020 07.
Article in English | MEDLINE | ID: mdl-32614821

ABSTRACT

Motivated by growing evidence for pathway heterogeneity and alternative functions of molecular machines, we demonstrate a computational approach for investigating two questions: (1) Are there multiple mechanisms (state-space pathways) by which a machine can perform a given function, such as cotransport across a membrane? (2) How can additional functionality, such as proofreading/error-correction, be built into machine function using standard biochemical processes? Answers to these questions will aid both the understanding of molecular-scale cell biology and the design of synthetic machines. Focusing on transport in this initial study, we sample a variety of mechanisms by employing Metropolis Markov chain Monte Carlo. Trial moves adjust transition rates among an automatically generated set of conformational and binding states while maintaining fidelity to thermodynamic principles and a user-supplied fitness/functionality goal. Each accepted move generates a new model. The simulations yield both single and mixed reaction pathways for cotransport in a simple environment with a single substrate along with a driving ion. In a "competitive" environment including an additional decoy substrate, several qualitatively distinct reaction pathways are found which are capable of extremely high discrimination coupled to a leak of the driving ion, akin to proofreading. The array of functional models would be difficult to find by intuition alone in the complex state-spaces of interest.


Subject(s)
Biological Transport/physiology , Computer Simulation , Computers, Molecular , Systems Biology/methods , Algorithms , Markov Chains , Membrane Transport Proteins/chemistry , Membrane Transport Proteins/metabolism , Monte Carlo Method , Thermodynamics
3.
PLoS Comput Biol ; 16(7): e1007789, 2020 07.
Article in English | MEDLINE | ID: mdl-32614861

ABSTRACT

Membrane transport is generally thought to occur via an alternating access mechanism in which the transporter adopts at least two states, accessible from two different sides of the membrane to exchange substrates from the extracellular environment and the cytoplasm or from the cytoplasm and the intracellular matrix of the organelles (only in eukaryotes). In recent years, a number of high resolution structures have supported this general framework for a wide class of transport molecules, although additional states along the transport pathway are emerging as critically important. Given that substrate binding is often weak in order to enhance overall transport rates, there exists the distinct possibility that transporters may transport the incorrect substrate. This is certainly the case for many pharmaceutical compounds that are absorbed in the gut or cross the blood brain barrier through endogenous transporters. Docking studies on the bacterial sugar transporter vSGLT reveal that many highly toxic compounds are compatible with binding to the orthosteric site, further motivating the selective pressure for additional modes of selectivity. Motivated by recent work in which we observed failed substrate delivery in a molecular dynamics simulation where the energized ion still goes down its concentration gradient, we hypothesize that some transporters evolved to harness this 'slip' mechanism to increase substrate selectivity and reduce the uptake of toxic molecules. Here, we test this idea by constructing and exploring a kinetic transport model that includes a slip pathway. While slip reduces the overall productive flux, when coupled with a second toxic molecule that is more prone to slippage, the overall substrate selectivity dramatically increases, suppressing the accumulation of the incorrect compound. We show that the mathematical framework for increased substrate selectivity in our model is analogous to the classic proofreading mechanism originally proposed for tRNA synthase; however, because the transport cycle is reversible we identified conditions in which the selectivity is essentially infinite and incorrect substrates are exported from the cell in a 'detoxification' mode. The cellular consequences of proofreading and membrane slippage are discussed as well as the impact on future drug development.


Subject(s)
Binding Sites , Biological Transport/physiology , Membrane Transport Proteins , Models, Biological , Protein Binding/physiology , Computational Biology , Humans , Kinetics , Membrane Transport Proteins/chemistry , Membrane Transport Proteins/metabolism , Molecular Dynamics Simulation , Sodium-Glucose Transporter 1 , Substrate Specificity
4.
Proc Natl Acad Sci U S A ; 113(27): E3960-6, 2016 07 05.
Article in English | MEDLINE | ID: mdl-27325773

ABSTRACT

Secondary active transporters, such as those that adopt the leucine-transporter fold, are found in all domains of life, and they have the unique capability of harnessing the energy stored in ion gradients to accumulate small molecules essential for life as well as expel toxic and harmful compounds. How these proteins couple ion binding and transport to the concomitant flow of substrates is a fundamental structural and biophysical question that is beginning to be answered at the atomistic level with the advent of high-resolution structures of transporters in different structural states. Nonetheless, the dynamic character of the transporters, such as ion/substrate binding order and how binding triggers conformational change, is not revealed from static structures, yet it is critical to understanding their function. Here, we report a series of molecular simulations carried out on the sugar transporter vSGLT that lend insight into how substrate and ions are released from the inward-facing state of the transporter. Our simulations reveal that the order of release is stochastic. Functional experiments were designed to test this prediction on the human homolog, hSGLT1, and we also found that cytoplasmic release is not ordered, but we confirmed that substrate and ion binding from the extracellular space is ordered. Our findings unify conflicting published results concerning cytoplasmic release of ions and substrate and hint at the possibility that other transporters in the superfamily may lack coordination between ions and substrate in the inward-facing state.


Subject(s)
Molecular Dynamics Simulation , Sodium-Glucose Transporter 1/metabolism , Glucose/metabolism , HEK293 Cells , Humans , Markov Chains , Monte Carlo Method , Patch-Clamp Techniques , Sodium/metabolism
5.
Nature ; 468(7326): 988-91, 2010 Dec 16.
Article in English | MEDLINE | ID: mdl-21131949

ABSTRACT

Membrane co-transport proteins that use a five-helix inverted repeat motif have recently emerged as one of the largest structural classes of secondary active transporters. However, despite many structural advances there is no clear evidence of how ion and substrate transport are coupled. Here we report a comprehensive study of the sodium/galactose transporter from Vibrio parahaemolyticus (vSGLT), consisting of molecular dynamics simulations, biochemical characterization and a new crystal structure of the inward-open conformation at a resolution of 2.7 Å. Our data show that sodium exit causes a reorientation of transmembrane helix 1 that opens an inner gate required for substrate exit, and also triggers minor rigid-body movements in two sets of transmembrane helical bundles. This cascade of events, initiated by sodium release, ensures proper timing of ion and substrate release. Once set in motion, these molecular changes weaken substrate binding to the transporter and allow galactose readily to enter the intracellular space. Additionally, we identify an allosteric pathway between the sodium-binding sites, the unwound portion of transmembrane helix 1 and the substrate-binding site that is essential in the coupling of co-transport.


Subject(s)
Galactose/metabolism , Sodium/metabolism , Symporters/chemistry , Symporters/metabolism , Vibrio parahaemolyticus/chemistry , Allosteric Regulation , Binding Sites , Biological Transport , Crystallography, X-Ray , Models, Molecular , Molecular Dynamics Simulation , Protein Conformation
6.
Biophys J ; 106(6): 1280-9, 2014 Mar 18.
Article in English | MEDLINE | ID: mdl-24655503

ABSTRACT

Sodium-glucose transporters (SGLTs) facilitate the movement of water across the cell membrane, playing a central role in cellular homeostasis. Here, we present a detailed analysis of the mechanism of water permeation through the inward-facing state of vSGLT based on nearly 10 µs of molecular dynamics simulations. These simulations reveal the transient formation of a continuous water channel through the transporter that permits water to permeate the protein. Trajectories in which spontaneous release of galactose is observed, as well as those in which galactose remains in the binding site, show that the permeation rate, although modulated by substrate occupancy, is not tightly coupled to substrate release. Using a, to our knowledge, novel channel-detection algorithm, we identify the key residues that control water flow through the transporter and show that solvent gating is regulated by side-chain motions in a small number of residues on the extracellular face. A sequence alignment reveals the presence of two insertion sites in mammalian SGLTs that flank these outer-gate residues. We hypothesize that the absence of these sites in vSGLT may account for the high water permeability values for vSGLT determined via simulation compared to the lower experimental estimates for mammalian SGLT1.


Subject(s)
Molecular Dynamics Simulation , Sodium-Glucose Transport Proteins/chemistry , Algorithms , Amino Acid Sequence , Animals , Binding Sites , Galactose/metabolism , Humans , Molecular Sequence Data , Sodium-Glucose Transport Proteins/metabolism
7.
Biophys J ; 99(7): L56-8, 2010 Oct 06.
Article in English | MEDLINE | ID: mdl-20923633

ABSTRACT

It is well accepted that cotransporters facilitate water movement by two independent mechanisms: osmotic flow through a water channel in the protein and flow driven by ion/substrate cotransport. However, the molecular mechanism of transport-linked water flow is controversial. Some researchers believe that it occurs via cotransport, in which water is pumped along with the transported cargo, while others believe that flow is osmotic in response to an increase in intracellular osmolarity. In this letter, we report the results of a 200-ns molecular dynamics simulation of the sodium-dependent galactose cotransporter vSGLT. Our simulation shows that a significant number of water molecules cross the protein through the sugar-binding site in the presence as well as the absence of galactose, and 70-80 water molecules accompany galactose as it moves from the binding site into the intracellular space. During this event, the majority of water molecules in the pathway are unable to diffuse around the galactose, resulting in water in the inner half of the transporter being pushed into the intracellular space and replaced by extracellular water. Thus, our simulation supports the notion that cotransporters act as both passive water channels and active water pumps with the transported substrate acting as a piston to rectify the motion of water.


Subject(s)
Bacterial Proteins/metabolism , Galactose/metabolism , Sodium-Glucose Transport Proteins/metabolism , Sodium/metabolism , Vibrio parahaemolyticus/metabolism , Water/metabolism , Bacterial Proteins/chemistry , Binding Sites , Biological Transport , Models, Molecular , Osmosis , Permeability , Sodium-Glucose Transport Proteins/chemistry
8.
Sci Adv ; 6(44)2020 10.
Article in English | MEDLINE | ID: mdl-33127683

ABSTRACT

K2P potassium channels regulate cellular excitability using their selectivity filter (C-type) gate. C-type gating mechanisms, best characterized in homotetrameric potassium channels, remain controversial and are attributed to selectivity filter pinching, dilation, or subtle structural changes. The extent to which such mechanisms control C-type gating of innately heterodimeric K2Ps is unknown. Here, combining K2P2.1 (TREK-1) x-ray crystallography in different potassium concentrations, potassium anomalous scattering, molecular dynamics, and electrophysiology, we uncover unprecedented, asymmetric, potassium-dependent conformational changes that underlie K2P C-type gating. These asymmetric order-disorder transitions, enabled by the K2P heterodimeric architecture, encompass pinching and dilation, disrupt the S1 and S2 ion binding sites, require the uniquely long K2P SF2-M4 loop and conserved "M3 glutamate network," and are suppressed by the K2P C-type gate activator ML335. These findings demonstrate that two distinct C-type gating mechanisms can operate in one channel and underscore the SF2-M4 loop as a target for K2P channel modulator development.

9.
Acta Crystallogr D Biol Crystallogr ; 65(Pt 9): 1001-3, 2009 Sep.
Article in English | MEDLINE | ID: mdl-19690378

ABSTRACT

Crystallization trials can be designed as a systematic gradient of the concentration of key reagents and/or pH centered on the original conditions. While the concept of the grid screen is simple, its implementation is tedious and difficult by hand. A procedure has been developed for preparing crystallization grid screens that is both efficient and achieves high accuracy because it relies on a limited number of solutions that are carefully prepared by hand. The ;four-corners' approach to designing grid screens uses the minimum and maximum concentrations of the components being varied in the grid screen as the sole stock solutions. For an N-dimensional grid only 2(N) corner solutions require detailed preparation, making the screens efficient. Furthermore, by keeping the concentrations as tight as possible to the grid, the potential impact of pipette errors is minimized, creating a highly precise screen.


Subject(s)
Crystallization , Crystallization/instrumentation , Crystallization/methods , Crystallography, X-Ray , Proton-Motive Force , Reproducibility of Results , Robotics
10.
Structure ; 15(11): 1368-82, 2007 Nov.
Article in English | MEDLINE | ID: mdl-17997963

ABSTRACT

Promiscuous mutant EcoRI endonucleases bind to the canonical site GAATTC more tightly than does the wild-type endonuclease, yet cleave variant (EcoRI(*)) sites more rapidly than does wild-type. The crystal structure of the A138T promiscuous mutant homodimer in complex with a GAATTC site is nearly identical to that of the wild-type complex, except that the Thr138 side chains make packing interactions with bases in the 5'-flanking regions outside the recognition hexanucleotide while excluding two bound water molecules seen in the wild-type complex. Molecular dynamics simulations confirm exclusion of these waters. The structure and simulations suggest possible reasons why binding of the A138T protein to the GAATTC site has DeltaS degrees more favorable and DeltaH degrees less favorable than for wild-type endonuclease binding. The interactions of Thr138 with flanking bases may permit A138T, unlike wild-type enzyme, to form complexes with EcoRI(*) sites that structurally resemble the specific wild-type complex with GAATTC.


Subject(s)
DNA/metabolism , Deoxyribonuclease EcoRI/chemistry , Deoxyribonuclease EcoRI/genetics , Mutation , Thermodynamics , Base Sequence , Binding Sites , Crystallography, X-Ray , Deoxyribonuclease EcoRI/metabolism , Kinetics , Models, Molecular , Molecular Sequence Data , Nucleic Acid Conformation , Protein Structure, Tertiary
12.
Phys Rev E Stat Nonlin Soft Matter Phys ; 69(5 Pt 2): 056704, 2004 May.
Article in English | MEDLINE | ID: mdl-15244974

ABSTRACT

We present an adaptive sampling method for computing free energies, radial distribution functions, and potentials of mean force. The method is characterized by simplicity and accuracy, with the added advantage that the data are obtained in terms of quasicontinuous functions. The method is illustrated and tested with simulations on a high density fluid, including a stringent consistency test involving an unusual thermodynamic cycle that highlights its advantages.


Subject(s)
Biophysics/methods , Monte Carlo Method , Algorithms , Models, Statistical , Models, Theoretical , Thermodynamics
13.
Biochemistry ; 42(9): 2595-606, 2003 Mar 11.
Article in English | MEDLINE | ID: mdl-12614154

ABSTRACT

Conventional kinesin is a highly processive, microtubule-based motor protein that drives the movement of membranous organelles in neurons. Using in vivo genetics in Drosophila melanogaster, Glu164 was identified as an amino acid critical for kinesin function [Brendza, K. M., Rose, D. J., Gilbert, S. P., and Saxton, W. M. (1999) J. Biol. Chem. 274, 31506-31514]. Glu164 is located at the beta-strand 5a/loop 8b junction of the catalytic core and projects toward the microtubule binding face in close proximity to key residues on beta-tubulin helix alpha12. Substitution of Glu(164) with alanine (E164A) results in a dimeric kinesin with a dramatic reduction in the microtubule-activated steady-state ATPase (5 s(-1) per site versus 22 s(-1) per site for wild-type). Our analysis shows that E164A binds ATP and microtubules with a higher affinity than wild-type kinesin. The rapid quench and stopped-flow results provide evidence that ATP hydrolysis is significantly faster and the precise coordination between the motor domains is disrupted. The data reveal an E164A intermediate that is stalled on the microtubule and cannot bind and hydrolyze ATP at the second head.


Subject(s)
Adenosine Diphosphate/analogs & derivatives , Adenosine Triphosphate/analogs & derivatives , Drosophila Proteins/metabolism , Kinesins/metabolism , Microtubules/enzymology , Molecular Motor Proteins/enzymology , Mutagenesis, Site-Directed , Adenosine Diphosphate/metabolism , Adenosine Triphosphate/metabolism , Alanine/genetics , Animals , Binding Sites/genetics , Cattle , Dimerization , Drosophila Proteins/genetics , Glutamic Acid/genetics , Humans , Hydrolysis , Kinesins/genetics , Kinetics , Microtubules/genetics , Molecular Motor Proteins/genetics , Protein Structure, Tertiary/genetics , Rats , Static Electricity , ortho-Aminobenzoates/metabolism
14.
Acta Crystallogr D Biol Crystallogr ; 60(Pt 10): 1705-16, 2004 Oct.
Article in English | MEDLINE | ID: mdl-15388916

ABSTRACT

Systematizing belief systems regarding macromolecular crystallization has two major advantages: automation and clarification. In this paper, methodologies are presented for systematizing and representing knowledge about the chemical and physical properties of additives used in crystallization experiments. A novel autonomous discovery program is introduced as a method to prune rule-based models produced from crystallization data augmented with such knowledge. Computational experiments indicate that such a system can retain and present informative rules pertaining to protein crystallization that warrant further confirmation via experimental techniques.


Subject(s)
Crystallization/methods , Crystallography, X-Ray/methods , Multiprotein Complexes , Algorithms , Artificial Intelligence , Computer Simulation , Nanotechnology , Neural Networks, Computer , Software
15.
J Biol Chem ; 278(40): 39059-67, 2003 Oct 03.
Article in English | MEDLINE | ID: mdl-12860992

ABSTRACT

Switch I and II are key active site structural elements of kinesins, myosins, and G-proteins. Our analysis of a switch I mutant (R210A) in Drosophila melanogaster kinesin showed a reduction in microtubule affinity, a loss in cooperativity between the motor domains, and an ATP hydrolysis defect leading to aberrant detachment from the microtubule. To investigate the conserved arginine in switch I further, a lysine substitution mutant was generated. The R210K dimeric motor has lost the ability to hydrolyze ATP; however, it has rescued microtubule function. Our results show that R210K has restored microtubule association kinetics, microtubule affinity, ADP release kinetics, and motor domain cooperativity. Moreover, the active site at head 1 is able to distinguish ATP, ADP, and AMP-PNP to signal head 2 to bind the microtubule and release mantADP with kinetics comparable with wild-type. Therefore, the structural pathway of communication from head 1 to head 2 is restored, and head 2 can respond to this signal by binding the microtubule and releasing mantADP. Structural modeling revealed that lysine could retain some of the hydrogen bonds made by arginine but not all, suggesting a structural hypothesis for the ability of lysine to rescue microtubule function in the Arg210 mutant.


Subject(s)
Arginine/chemistry , Kinesins/chemistry , Kinesins/genetics , Lysine/chemistry , Microtubules/physiology , Mutation , Adenosine Diphosphate/chemistry , Adenosine Triphosphatases/chemistry , Adenosine Triphosphate/chemistry , Adenosine Triphosphate/metabolism , Animals , Binding Sites , Cattle , Dimerization , Dose-Response Relationship, Drug , Drosophila melanogaster , Genes, Switch , Humans , Hydrogen Bonding , Hydrolysis , Kinetics , Microtubules/chemistry , Microtubules/metabolism , Models, Biological , Models, Chemical , Models, Molecular , Protein Binding , Protein Conformation , Protein Structure, Tertiary , Rats
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