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1.
mBio ; 13(4): e0078222, 2022 08 30.
Article in English | MEDLINE | ID: mdl-35699374

ABSTRACT

The flagellar motor drives the rotation of flagellar filaments, propelling the swimming of flagellated bacteria. The maximum torque the motor generates, the stall torque, is a key characteristic of the motor function. Direct measurements of the stall torque carried out 3 decades ago suffered from large experimental uncertainties, and subsequently there were only indirect measurements. Here, we applied magnetic tweezers to directly measure the stall torque in E. coli. We precisely calibrated the torsional stiffness of the magnetic tweezers and performed motor resurrection experiments at stall, accomplishing a precise determination of the stall torque per torque-generating unit (stator unit). From our measurements, each stator passes 2 protons per step, indicating a tight coupling between motor rotation and proton flux. IMPORTANCE The maximum torque the bacterial flagellar motor generates, the stall torque, is a critical parameter that describes the motor energetics. As the motor operates in equilibrium near stall, from the stall torque one can determine how many protons each torque-generating unit (stator) of the motor passes per revolution and then test whether motor rotation and proton flux are tightly or loosely coupled, which has been controversial in recent years. Direct measurements performed 3 decades ago suffered from large uncertainties, and subsequently, only indirect measurements were attempted, obtaining a range of values inconsistent with the previous direct measurements. Here, we developed a method that used magnetic tweezers to perform motor resurrection experiments at stall, resulting in a direct precise measurement of the stall torque per stator. Our study resolved the previous inconsistencies and provided direct experimental support for the tight coupling mechanism between motor rotation and proton flux.


Subject(s)
Escherichia coli , Flagella , Molecular Motor Proteins , Bacterial Proteins , Escherichia coli/chemistry , Escherichia coli/metabolism , Flagella/chemistry , Flagella/physiology , Magnetics/methods , Molecular Motor Proteins/chemistry , Molecular Motor Proteins/physiology , Protons , Torque
2.
PLoS Biol ; 20(3): e3001443, 2022 03.
Article in English | MEDLINE | ID: mdl-35333857

ABSTRACT

Motile bacteria usually rely on external apparatus like flagella for swimming or pili for twitching. By contrast, gliding bacteria do not rely on obvious surface appendages to move on solid surfaces. Flavobacterium johnsoniae and other bacteria in the Bacteroidetes phylum use adhesins whose movement on the cell surface supports motility. In F. johnsoniae, secretion and helicoidal motion of the main adhesin SprB are intimately linked and depend on the type IX secretion system (T9SS). Both processes necessitate the proton motive force (PMF), which is thought to fuel a molecular motor that comprises the GldL and GldM cytoplasmic membrane proteins. Here, we show that F. johnsoniae gliding motility is powered by the pH gradient component of the PMF. We further delineate the interaction network between the GldLM transmembrane helices (TMHs) and show that conserved glutamate residues in GldL TMH2 are essential for gliding motility, although having distinct roles in SprB secretion and motion. We then demonstrate that the PMF and GldL trigger conformational changes in the GldM periplasmic domain. We finally show that multiple GldLM complexes are distributed in the membrane, suggesting that a network of motors may be present to move SprB along a helical path on the cell surface. Altogether, our results provide evidence that GldL and GldM assemble dynamic membrane channels that use the proton gradient to power both T9SS-dependent secretion of SprB and its motion at the cell surface.


Subject(s)
Bacterial Secretion Systems , Flavobacterium , Molecular Motor Proteins , Adhesins, Bacterial/metabolism , Bacterial Proteins/metabolism , Bacterial Secretion Systems/metabolism , Flavobacterium/metabolism , Molecular Motor Proteins/metabolism , Molecular Motor Proteins/physiology , Protons
3.
Sci Rep ; 12(1): 3081, 2022 02 23.
Article in English | MEDLINE | ID: mdl-35197505

ABSTRACT

Microtubules and kinesin motor proteins are involved in intracellular transports in living cells. Such intracellular material transport systems can be reconstructed for utilisation in synthetic environments, and they are called molecular shuttles driven by kinesin motors. The performance of the molecular shuttles depends on the nature of their trajectories, which can be characterized by the path persistence length of microtubules. It has been theoretically predicted that the path persistence length should be equal to the filament persistence length of the microtubules, where the filament persistence length is a measure of microtubule flexural stiffness. However, previous experiments have shown that there is a significant discrepancy between the path and filament persistence lengths. Here, we showed how this discrepancy arises by using computer simulation. By simulating molecular shuttle movements under external forces, the discrepancy between the path and filament persistence lengths was reproduced as observed in experiments. Our close investigations of molecular shuttle movements revealed that the part of the microtubules bent due to the external force was extended more than it was assumed in the theory. By considering the extended length, we could elucidate the discrepancy. The insights obtained here are expected to lead to better control of molecular shuttle movements.


Subject(s)
Kinesins/physiology , Microtubules/physiology , Molecular Motor Proteins/physiology , Biological Transport , Computer Simulation , Cytoskeleton/metabolism , Kinesins/metabolism , Mechanical Phenomena , Microtubules/metabolism , Molecular Motor Proteins/metabolism , Myosins/metabolism
4.
Dev Cell ; 57(1): 5-18.e8, 2022 01 10.
Article in English | MEDLINE | ID: mdl-34883065

ABSTRACT

Tubulin dimers assemble into dynamic microtubules, which are used by molecular motors as tracks for intracellular transport. Organization and dynamics of the microtubule network are commonly thought to be regulated at the polymer ends, where tubulin dimers can be added or removed. Here, we show that molecular motors running on microtubules cause exchange of dimers along the shaft in vitro and in cells. These sites of dimer exchange act as rescue sites where depolymerizing microtubules stop shrinking and start re-growing. Consequently, the average length of microtubules increases depending on how frequently they are used as motor tracks. An increase of motor activity densifies the cellular microtubule network and enhances cell polarity. Running motors leave marks in the shaft, serving as traces of microtubule usage to organize the polarity landscape of the cell.


Subject(s)
Kinesins/physiology , Microtubules/physiology , Actin Depolymerizing Factors/metabolism , Actin Depolymerizing Factors/physiology , Cell Polarity/physiology , HeLa Cells , Humans , Kinesins/metabolism , Molecular Motor Proteins/metabolism , Molecular Motor Proteins/physiology , Tubulin/physiology
5.
Proc Natl Acad Sci U S A ; 118(43)2021 10 26.
Article in English | MEDLINE | ID: mdl-34686590

ABSTRACT

Mammalian hearing depends on an amplification process involving prestin, a voltage-sensitive motor protein that enables cochlear outer hair cells (OHCs) to change length and generate force. However, it has been questioned whether this prestin-based somatic electromotility can operate fast enough in vivo to amplify cochlear vibrations at the high frequencies that mammals hear. In this study, we measured sound-evoked vibrations from within the living mouse cochlea and found that the top and bottom of the OHCs move in opposite directions at frequencies exceeding 20 kHz, consistent with fast somatic length changes. These motions are physiologically vulnerable, depend on prestin, and dominate the cochlea's vibratory response to high-frequency sound. This dominance was observed despite mechanisms that clearly low-pass filter the in vivo electromotile response. Low-pass filtering therefore does not critically limit the OHC's ability to move the organ of Corti on a cycle-by-cycle basis. Our data argue that electromotility serves as the primary high-frequency amplifying mechanism within the mammalian cochlea.


Subject(s)
Hair Cells, Auditory, Outer/physiology , Organ of Corti/physiology , Acoustic Stimulation , Animals , Cochlea/physiology , Electrophysiology , Female , Hearing/physiology , Male , Mice , Mice, Inbred CBA , Mice, Mutant Strains , Models, Biological , Molecular Motor Proteins/deficiency , Molecular Motor Proteins/genetics , Molecular Motor Proteins/physiology , Movement/physiology , Nonlinear Dynamics , Sound , Tomography, Optical Coherence , Vibration
6.
Nat Commun ; 12(1): 4469, 2021 07 22.
Article in English | MEDLINE | ID: mdl-34294704

ABSTRACT

The basal body of the bacterial flagellum is a rotary motor that consists of several rings (C, MS and LP) and a rod. The LP ring acts as a bushing supporting the distal rod for its rapid and stable rotation without much friction. Here, we use electron cryomicroscopy to describe the LP ring structure around the rod, at 3.5 Å resolution, from Salmonella Typhimurium. The structure shows 26-fold rotational symmetry and intricate intersubunit interactions of each subunit with up to six partners, which explains the structural stability. The inner surface is charged both positively and negatively. Positive charges on the P ring (the part of the LP ring that is embedded within the peptidoglycan layer) presumably play important roles in its initial assembly around the rod with a negatively charged surface.


Subject(s)
Bacterial Proteins/chemistry , Bacterial Proteins/ultrastructure , Flagella/chemistry , Flagella/ultrastructure , Molecular Motor Proteins/chemistry , Molecular Motor Proteins/ultrastructure , Bacterial Proteins/physiology , Basal Bodies/chemistry , Basal Bodies/physiology , Basal Bodies/ultrastructure , Cryoelectron Microscopy , Flagella/physiology , Models, Molecular , Molecular Motor Proteins/physiology , Movement/physiology , Protein Interaction Domains and Motifs , Protein Structure, Quaternary , Protein Subunits , Salmonella typhimurium/chemistry , Salmonella typhimurium/physiology , Salmonella typhimurium/ultrastructure , Static Electricity
7.
Phys Rev Lett ; 126(21): 218101, 2021 May 28.
Article in English | MEDLINE | ID: mdl-34114881

ABSTRACT

While often believed to be a passive agent that merely exploits its host's metabolism, the influenza virus has recently been shown to actively move across glycan-coated surfaces. This form of enzymatically driven surface motility is currently not well understood and has been loosely linked to burnt-bridge Brownian ratchet mechanisms. Starting from known properties of influenza's spike proteins, we develop a physical model that quantitatively describes the observed motility. It predicts a collectively emerging dynamics of spike proteins and surface-bound ligands that combined with the virus' geometry give rise to a self-organized rolling propulsion. We show that in contrast to a Brownian ratchet, the rotary spike drive is not fluctuation driven but operates optimally as a macroscopic engine in the deterministic regime. The mechanism also applies to relatives of influenza and to man-made analogs like DNA monowheels and should give guidelines for their optimization.


Subject(s)
Models, Biological , Molecular Motor Proteins/physiology , Orthomyxoviridae/physiology , Viral Proteins/physiology , Biomechanical Phenomena , Glycopeptides/metabolism , Hemagglutinins, Viral/metabolism , Humans , Molecular Motor Proteins/metabolism , Molecular Motor Proteins/pharmacology , N-Acetylneuraminic Acid/metabolism , Neuraminidase/metabolism , Orthomyxoviridae/metabolism , Viral Proteins/metabolism
8.
Gene ; 774: 145420, 2021 Mar 30.
Article in English | MEDLINE | ID: mdl-33434627

ABSTRACT

ClpXP in Escherichia coli is a proteasome degrading protein substrates. It consists of one hexamer of ATPase (ClpX) and two heptamers of peptidase (ClpP). The ClpX binds ATP and translocates the substrate protein into the ClpP chamber by binding and hydrolysis of ATP. At single molecular level, ClpX harnesses cycles of power stroke (dwell and burst) to unfold the substrates, then releases the ADP and Pi. Based on the construction and function of ClpXP, especially the recent progress on how ClpX unfold protein substrates, in this mini-review, a currently proposed single ClpX molecular model system detected by optical tweezers, and its prospective for the elucidation of the mechanism of force generation of ClpX in its power stroke and the subunit interaction with each other, were discussed in detail.


Subject(s)
ATPases Associated with Diverse Cellular Activities/physiology , Endopeptidase Clp/physiology , Escherichia coli Proteins/physiology , Escherichia coli/enzymology , Molecular Chaperones/physiology , Single Molecule Imaging , ATPases Associated with Diverse Cellular Activities/chemistry , Biomedical Research , Endopeptidase Clp/chemistry , Escherichia coli Proteins/chemistry , Metabolic Networks and Pathways , Mitochondria/physiology , Models, Molecular , Molecular Chaperones/chemistry , Molecular Motor Proteins/chemistry , Molecular Motor Proteins/physiology , Molecular Structure , Structure-Activity Relationship
9.
J Neurogenet ; 34(3-4): 282-297, 2020.
Article in English | MEDLINE | ID: mdl-33030066

ABSTRACT

Axonal transport is integral for maintaining neuronal form and function, and defects in axonal transport have been correlated with several neurological diseases, making it a subject of extensive research over the past several years. The anterograde and retrograde transport machineries are crucial for the delivery and distribution of several cytoskeletal elements, growth factors, organelles and other synaptic cargo. Molecular motors and the neuronal cytoskeleton function as effectors for multiple neuronal processes such as axon outgrowth and synapse formation. This review examines the molecular mechanisms governing axonal transport, specifically highlighting the contribution of studies conducted in C. elegans, which has proved to be a tractable model system in which to identify both novel and conserved regulatory mechanisms of axonal transport.


Subject(s)
Axonal Transport/physiology , Caenorhabditis elegans Proteins/physiology , Caenorhabditis elegans/physiology , Nerve Tissue Proteins/physiology , Actins/physiology , Animals , Caenorhabditis elegans/cytology , Caenorhabditis elegans/genetics , Caenorhabditis elegans Proteins/genetics , Cytoskeleton/physiology , Intermediate Filament Proteins/physiology , Kinesins/physiology , Microtubules/physiology , Molecular Motor Proteins/physiology , Nerve Tissue Proteins/genetics , Neurons/cytology , Neurons/physiology , Organelles , Protein Processing, Post-Translational , Synaptic Vesicles
10.
Biomolecules ; 10(9)2020 08 29.
Article in English | MEDLINE | ID: mdl-32872412

ABSTRACT

The bacterial flagellar motor converts the energy of proton flow through the MotA/MotB complex into mechanical works required for motor rotation. The rotational force is generated by electrostatic interactions between the stator protein MotA and the rotor protein FliG. The Arg-90 and Glu-98 from MotA interact with Asp-289 and Arg-281 of FliG, respectively. An increase in the expression level of the wild-type MotA/MotB complex inhibits motility of the gfp-motBfliG(R281V) mutant but not the fliG(R281V) mutant, suggesting that the MotA/GFP-MotB complex cannot work together with wild-type MotA/MotB in the presence of the fliG(R281V) mutation. However, it remains unknown why. Here, we investigated the effect of the GFP fusion to MotB at its N-terminus on the MotA/MotB function. Over-expression of wild-type MotA/MotB significantly reduced the growth rate of the gfp-motBfliG(R281V) mutant. The over-expression of the MotA/GFP-MotB complex caused an excessive proton leakage through its proton channel, thereby inhibiting cell growth. These results suggest that the GFP tag on the MotB N-terminus affects well-regulated proton translocation through the MotA/MotB proton channel. Therefore, we propose that the N-terminal cytoplasmic tail of MotB couples the gating of the proton channel with the MotA-FliG interaction responsible for torque generation.


Subject(s)
Bacterial Proteins/physiology , Flagella/physiology , Molecular Motor Proteins/physiology , Salmonella typhimurium/physiology , Bacterial Proteins/genetics , Green Fluorescent Proteins/genetics , Green Fluorescent Proteins/metabolism , Molecular Motor Proteins/genetics , Mutation , Protons , Recombinant Fusion Proteins/genetics , Recombinant Fusion Proteins/metabolism , Salmonella typhimurium/genetics
11.
Phys Rev Lett ; 125(7): 078101, 2020 Aug 14.
Article in English | MEDLINE | ID: mdl-32857554

ABSTRACT

The friction between cytoskeletal filaments is of central importance for the formation of cellular structures such as the mitotic spindle and the cytokinetic ring. This friction is caused by passive cross-linkers, yet the underlying mechanism and the dependence on cross-linker density are poorly understood. Here, we use theory and computer simulations to study the friction between two filaments that are cross-linked by passive proteins, which can hop between discrete binding sites while physically excluding each other. The simulations reveal that filaments move via rare discrete jumps, which are associated with free-energy barrier crossings. We identify the reaction coordinate that governs the relative microtubule movement and derive an exact analytical expression for the free-energy barrier and the friction coefficient. Our analysis not only elucidates the molecular mechanism underlying cross-linker-induced filament friction, but also predicts that the friction coefficient scales superexponentially with the density of cross-linkers.


Subject(s)
Cytoskeleton/chemistry , Cytoskeleton/physiology , Models, Biological , Models, Chemical , Molecular Motor Proteins/chemistry , Molecular Motor Proteins/physiology , Binding Sites , Cytoskeleton/metabolism , Friction , Microtubules/chemistry , Microtubules/metabolism , Molecular Motor Proteins/metabolism , Thermodynamics
12.
Trends Microbiol ; 28(9): 719-731, 2020 09.
Article in English | MEDLINE | ID: mdl-32781026

ABSTRACT

Many bacteria swim by means of flagella that are rotated by a nanoscale motor embedded in the cell membrane. Torque is generated by the interaction between ion-conducting membrane proteins that comprise the stator and ring-shaped structures that form the rotor. Although the structure and function of the motor have been extensively studied, many mysteries remain, including the force-generation mechanism, the path of ion flow through the stator, the activation mechanism of the stator, and the mechanism of switching between clockwise (CW) and counterclockwise (CCW) rotation. We summarize recent knowledge of the Na+-driven flagellar motor, especially the Vibrio polar motor that rotates much faster than the H+-driven motor and provides a useful model system for examining comparative aspects of flagellar function.


Subject(s)
Bacteria/metabolism , Bacterial Physiological Phenomena , Energy Metabolism , Flagella/physiology , Molecular Motor Proteins/physiology , Sodium/metabolism , Bacterial Proteins/physiology , Hydrogen/metabolism , Membrane Proteins/physiology , Movement , Protein Conformation , Torque , Vibrio alginolyticus/physiology
13.
Biochemistry ; 58(47): 4721-4725, 2019 11 26.
Article in English | MEDLINE | ID: mdl-31508940

ABSTRACT

We examine the effect of cargo-motor linkage stiffness on the mechanobiological properties of the molecular motor myosin VI. We use the programmability of DNA nanostructures to modulate cargo-motor linkage stiffness and combine it with high-precision optical trapping measurements to measure the effect of linkage stiffness on the motile properties of myosin VI. Our results reveal that a stiff cargo-motor linkage leads to shorter step sizes and load-induced anchoring of myosin VI, while a flexible linkage results in longer steps with frequent detachments from the actin filament under load. Our findings suggest a novel regulatory mechanism for tuning the dual cellular roles of the anchor and transporter ascribed to myosin VI.


Subject(s)
Biomechanical Phenomena/physiology , Myosin Heavy Chains/physiology , Actin Cytoskeleton/physiology , Animals , DNA/chemistry , Humans , Molecular Motor Proteins/physiology , Nanostructures , Optical Tweezers , Pliability
14.
Elife ; 82019 07 17.
Article in English | MEDLINE | ID: mdl-31313986

ABSTRACT

The bacterial flagellar motor is a molecular machine that can rotate the flagellar filament at high speed. The rotation is generated by the stator-rotor interaction, coupled with an ion flux through the torque-generating stator. Here we employed cryo-electron tomography to visualize the intact flagellar motor in the Lyme disease spirochete, Borrelia burgdorferi. By analyzing the motor structures of wild-type and stator-deletion mutants, we not only localized the stator complex in situ, but also revealed the stator-rotor interaction at an unprecedented detail. Importantly, the stator-rotor interaction induces a conformational change in the flagella C-ring. Given our observation that a non-motile mutant, in which proton flux is blocked, cannot generate the similar conformational change, we propose that the proton-driven torque is responsible for the conformational change required for flagellar rotation.


Subject(s)
Bacterial Proteins/chemistry , Borrelia burgdorferi/chemistry , Flagella/chemistry , Molecular Motor Proteins/chemistry , Bacterial Proteins/genetics , Bacterial Proteins/physiology , Borrelia burgdorferi/genetics , Borrelia burgdorferi/pathogenicity , Electron Microscope Tomography , Flagella/genetics , Flagella/physiology , Molecular Motor Proteins/genetics , Molecular Motor Proteins/physiology , Mutation/genetics , Rotation , Sequence Deletion , Sodium/chemistry , Torque
15.
J Biol Chem ; 294(29): 11333-11341, 2019 07 19.
Article in English | MEDLINE | ID: mdl-31175157

ABSTRACT

Vertebrate myosin-5a is an ATP-utilizing processive motor associated with the actin network and responsible for the transport and localization of several vesicle cargoes. To transport cargo efficiently and prevent futile ATP hydrolysis, myosin-5a motor function must be tightly regulated. The globular tail domain (GTD) of myosin-5a not only functions as the inhibitory domain but also serves as the binding site for a number of cargo adaptor proteins, including melanophilin (Mlph) and Rab-interacting lysosomal protein-like 2 (RILPL2). In this study, using various biochemical approaches, including ATPase, single-molecule motility, GST pulldown assays, and analytical ultracentrifugation, we demonstrate that the binding of both Mlph and RILPL2 to the GTD of myosin-5a is required for the activation of myosin-5a motor function under physiological ionic conditions. We also found that this activation is regulated by the small GTPase Rab36, a binding partner of RILPL2. In summary, our results indicate that RILPL2 is required for Mlph-mediated activation of Myo5a motor activity under physiological conditions and that Rab36 promotes this activation. We propose that Rab36 stimulates RILPL2 to interact with the myosin-5a GTD; this interaction then induces exposure of the Mlph-binding site in the GTD, enabling Mlph to interact with the GTD and activate myosin-5a motor activity.


Subject(s)
Adaptor Proteins, Signal Transducing/physiology , Molecular Motor Proteins/physiology , Myosin Type V/physiology , Adaptor Proteins, Signal Transducing/metabolism , Adenosine Triphosphatases/metabolism , Animals , Mice , Molecular Motor Proteins/metabolism , Myosin Type V/metabolism , Osmolar Concentration , Protein Binding
16.
Commun Biol ; 2: 199, 2019.
Article in English | MEDLINE | ID: mdl-31149643

ABSTRACT

It is unknown how the archaellum-the rotary propeller used by Archaea for motility-works. To further understand the molecular mechanism by which the hexameric ATPase motor protein FlaI drives rotation of the membrane-embedded archaellar motor, we determined motor torque by imposition of various loads on Halobacterium salinarum archaella. Markers of different sizes were attached to single archaella, and their trajectories were quantified using three-dimensional tracking and high-speed recording. We show that rotation slows as the viscous drag of markers increases, but torque remains constant at 160 pN·nm independent of rotation speed. Notably, the estimated work done in a single rotation is twice the expected energy that would come from hydrolysis of six ATP molecules in the hexamer, indicating that more ATP molecules are required for one rotation of archaellum. To reconcile the apparent contradiction, we suggest a new and general model for the mechanism of ATP-driven rotary motors.


Subject(s)
Archaeal Proteins/physiology , Flagella/physiology , Halobacterium salinarum/physiology , Molecular Motor Proteins/physiology , Proton-Translocating ATPases/physiology , Adenosine Triphosphate/metabolism , Catalytic Domain , Hydrolysis , Microscopy , Models, Molecular , Rotation , Torque , Viscosity
18.
Sci Rep ; 9(1): 7679, 2019 05 22.
Article in English | MEDLINE | ID: mdl-31118506

ABSTRACT

MYH9, a widely expressed gene encoding nonmuscle myosin heavy chain, is also expressed in podocytes and is associated with glomerular pathophysiology. However, the mechanisms underlying MYH9-related glomerular diseases associated with proteinuria are poorly understood. Therefore, we investigated the role and mechanism of MYH9 in diabetic kidney injury. MYH9 expression was decreased in glomeruli from diabetic patients and animals and in podocytes treated with Ang II in vitro. Ang II treatment and siRNA-mediated MYH9 knockdown in podocytes resulted in actin cytoskeleton reorganization, reduced cell adhesion, actin-associated protein downregulation, and increased albumin permeability. Ang II treatment increased NOX4 expression and ROS generation. The Ang II receptor blocker losartan and the ROS scavenger NAC restored MYH9 expression in Ang II-treated podocytes, attenuated disrupted actin cytoskeleton and decreased albumin permeability. Furthermore, MYH9 overexpression in podocytes restored the effects of Ang II on the actin cytoskeleton and actin-associated proteins. Ang II-mediated TRPC6 activation reduced MYH9 expression. These results suggest that Ang II-mediated MYH9 depletion in diabetic nephropathy may increase filtration barrier permeability by inducing structural and functional podocyte injury through TRPC6-mediated Ca2+ influx by NOX4-mediated ROS generation. These findings reveal a novel MYH9 function in maintaining urinary filtration barrier integrity. MYH9 may be a potential target for treating diabetic nephropathy.


Subject(s)
Angiotensin II/physiology , Diabetic Nephropathies/pathology , Molecular Motor Proteins/physiology , Myosin Heavy Chains/physiology , Podocytes/metabolism , Acetylcysteine/pharmacology , Actin Cytoskeleton/drug effects , Actin Cytoskeleton/ultrastructure , Angiotensin II/pharmacology , Animals , Calcium/metabolism , Cell Adhesion , Cell Line, Transformed , Diabetes Mellitus, Experimental/metabolism , Diabetes Mellitus, Experimental/pathology , Diabetic Nephropathies/metabolism , Down-Regulation , Humans , Losartan/pharmacology , Mice , Mice, Inbred C57BL , Microfilament Proteins/metabolism , Molecular Motor Proteins/biosynthesis , Molecular Motor Proteins/genetics , Myosin Heavy Chains/biosynthesis , Myosin Heavy Chains/genetics , NADPH Oxidase 4/biosynthesis , NADPH Oxidase 4/genetics , Podocytes/drug effects , Podocytes/ultrastructure , RNA Interference , Rats , Rats, Inbred Strains , Reactive Oxygen Species/metabolism , Receptors, Leptin/deficiency , TRPC6 Cation Channel/physiology
19.
Anal Biochem ; 575: 17-26, 2019 06 15.
Article in English | MEDLINE | ID: mdl-30930199

ABSTRACT

Motor proteins are the driving force behind muscle contraction and are responsible for the active transportation of most proteins and vesicles in the cytoplasm. There are three superfamilies of cytoskeletal motor proteins with various molecular functions and structures: dynein, kinesin, and myosin. The functional loss of a specific motor protein molecular function has linked to a variety of human diseases, e.g., Charcot-Marie-Tooth disease, kidney disease. Therefore, creating a precise model to classify motor proteins is essential for helping biologists understand their molecular functions and design drug targets according to their impact on human diseases. Here we attempt to classify cytoskeleton motor proteins using deep learning, which has been increasingly and widely used to address numerous problems in a variety of fields resulting in state-of-the-art results. Our effective deep convolutional neural network is able to achieve an independent test accuracy of 97.5%, 96.4%, and 96.1% for each superfamily, respectively. Compared to other state-of-the-art methods, our approach showed a significant improvement in performance across a range of evaluation metrics. Through the proposed study, we provide an effective model for classifying motor proteins and a basis for further research that can enhance the performance of protein function classification using deep learning.


Subject(s)
Cytoskeletal Proteins/physiology , Molecular Motor Proteins/physiology , Neural Networks, Computer , Algorithms , Humans , Machine Learning
20.
Mol Microbiol ; 111(6): 1689-1699, 2019 06.
Article in English | MEDLINE | ID: mdl-30927553

ABSTRACT

The bacterial flagellar motor powers the rotation that propels the swimming bacteria. Rotational torque is generated by harnessing the flow of ions through ion channels known as stators which couple the energy from the ion gradient across the inner membrane to rotation of the rotor. Here, we used error-prone PCR to introduce single point mutations into the sodium-powered Vibrio alginolyticus/Escherichia coli chimeric stator PotB and selected for motors that exhibited motility in the presence of the sodium-channel inhibitor phenamil. We found single mutations that enable motility under phenamil occurred at two sites: (i) the transmembrane domain of PotB, corresponding to the TM region of the PomB stator from V. alginolyticus and (ii) near the peptidoglycan binding region that corresponds to the C-terminal region of the MotB stator from E. coli. Single cell rotation assays confirmed that individual flagellar motors could rotate in up to 100 µM phenamil. Using phylogenetic logistic regression, we found correlation between natural residue variation and ion source at positions corresponding to PotB F22Y, but not at other sites. Our results demonstrate that it is not only the pore region of the stator that moderates motility in the presence of ion-channel blockers.


Subject(s)
Amiloride/analogs & derivatives , Bacterial Proteins/physiology , Flagella/physiology , Peptidoglycan/metabolism , Sodium/metabolism , ATP-Binding Cassette Transporters/genetics , ATP-Binding Cassette Transporters/physiology , Amiloride/pharmacology , Bacterial Proteins/genetics , Escherichia coli/drug effects , Escherichia coli/genetics , Escherichia coli Proteins/genetics , Escherichia coli Proteins/physiology , Molecular Motor Proteins/genetics , Molecular Motor Proteins/physiology , Phylogeny , Point Mutation , Sodium Channel Blockers , Sodium Channels , Torque , Vibrio alginolyticus/drug effects , Vibrio alginolyticus/genetics
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