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1.
Adv Pharmacol ; 99: 35-59, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38467486

RESUMO

The dopamine transporter (DAT) is a key site of action for cocaine and amphetamines. Dysfunctional DAT is associated with aberrant synaptic dopamine transmission and enhanced drug-seeking and taking behavior. Studies in cultured cells and ex vivo suggest that DAT function is sensitive to membrane cholesterol content. Although it is largely unknown whether psychostimulants alter cholesterol metabolism in the brain, emerging evidence indicates that peripheral cholesterol metabolism is altered in patients with psychostimulant use disorder and circulating cholesterol levels are associated with vulnerability to relapse. Cholesterol interacts with sphingolipids forming lipid raft microdomains on the membrane. These cholesterol-rich lipid raft microdomains serve to recruit and assemble other lipids and proteins to initiate signal transduction. There are two spatially and functionally distinct populations of the DAT segregated by cholesterol-rich lipid raft microdomains and cholesterol-scarce non-raft microdomains on the plasma membrane. These two DAT populations are differentially regulated by DAT blockers (e.g. cocaine), substrates (e.g. amphetamine), and protein kinase C providing distinct cholesterol-dependent modulation of dopamine uptake and efflux. In this chapter, we summarize the impact of depletion and addition of membrane cholesterol on DAT conformational changes between the outward-facing and the inward-facing states, lipid raft-associated DAT localization, basal and induced DAT internalization, and DAT function. In particular, we focus on how the interactions of the DAT with cocaine and amphetamine are influenced by membrane cholesterol. Lastly, we discuss the therapeutic potential of cholesterol-modifying drugs as a new avenue to normalize DAT function and dopamine transmission in patients with psychostimulant use disorder.


Assuntos
Cocaína , Proteínas da Membrana Plasmática de Transporte de Dopamina , Humanos , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Dopamina/metabolismo , Anfetamina/farmacologia , Cocaína/farmacologia , Colesterol/química , Colesterol/metabolismo
2.
J Chem Inf Model ; 63(14): 4458-4467, 2023 07 24.
Artigo em Inglês | MEDLINE | ID: mdl-37410882

RESUMO

Human dopamine transporter (hDAT) regulates the reuptake of extracellular dopamine (DA) and is an essential therapeutic target for central nervous system (CNS) diseases. The allosteric modulation of hDAT has been identified for decades. However, the molecular mechanism underlying the transportation is still elusive, which hinders the rational design of allosteric modulators against hDAT. Here, a systematic structure-based method was performed to explore allosteric sites on hDAT in inward-open (IO) conformation and to screen compounds with allosteric affinity. First, the model of the hDAT structure was constructed based on the recently reported Cryo-EM structure of the human serotonin transporter (hSERT) and Gaussian-accelerated molecular dynamics (GaMD) simulation was further utilized for the identification of intermediate energetic stable states of the transporter. Then, with the potential druggable allosteric site on hDAT in IO conformation, virtual screening of seven enamine chemical libraries (∼440,000 compounds) was processed, resulting in 10 compounds being purchased for in vitro assay and with Z1078601926 discovered to allosterically inhibit hDAT (IC50 = 0.527 [0.284; 0.988] µM) when nomifensine was introduced as an orthosteric ligand. Finally, the synergistic effect underlying the allosteric inhibition of hDAT by Z1078601926 and nomifensine was explored using additional GaMD simulation and postbinding free energy analysis. The hit compound discovered in this work not only provides a good starting point for lead optimization but also demonstrates the usability of the method for the structure-based discovery of novel allosteric modulators of other therapeutic targets.


Assuntos
Proteínas da Membrana Plasmática de Transporte de Dopamina , Nomifensina , Humanos , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Simulação de Dinâmica Molecular , Sítio Alostérico , Ligantes
3.
J Mol Graph Model ; 118: 108359, 2023 01.
Artigo em Inglês | MEDLINE | ID: mdl-36279761

RESUMO

The Human Dopamine Transporter (hDAT) plays an essential role in modulating the Influx/Efflux of dopamine, and it is involved in the mechanism of certain neurodegenerative diseases such as Parkinson's disease. Several studies have reported important states for Dopamine transport: outward-facing open state (OFo), the outward-facing closed state (OFc), the holo-occluded state closed (holo), and the inward-facing open state (IFo). Furthermore, experimental assays have shown that different phosphorylation conditions in hDAT can affect the rate of dopamine absorption. We present a protocol using hybrid simulation methods to study the conformational dynamics and stability of states of hDAT under different phosphorylation sites. With this protocol, we explored the conformational space of hDAT, identified the states, and evaluated the free energy differences and the transition probabilities between them in each of the phosphorylation cases. We also presented the conformational changes and correlated them with those described in the literature. There is a thesis/hypothesis that the phosphorylation condition corresponding to NP-333 system (where all sites Ser/Thr from residue 2 to 62 and 254 to 613 are phosphorylated, except residue 333) would decrease the rate of dopamine transport from the extracellular medium to the intracellular medium by hDAT as previously described in the literature by Lin et al., 2003. Our results corroborated this thesis/hypothesis and the data reported. It is probably due to the affectation/changes/alteration of the conformational dynamics of this system that makes the intermediate states more likely and makes it difficult to initial states associated with the uptake of dopamine in the extracellular medium, corroborating the experimental results. Furthermore, our results showed that just single phosphorylation/dephosphorylation could alter intrinsic protein motions affecting the sampling of one or more states necessary for dopamine transport. In this sense, the modification of phosphorylation influences protein movements and conformational preferences, affecting the stability of states and the transition between them and, therefore, the transport.


Assuntos
Proteínas da Membrana Plasmática de Transporte de Dopamina , Simulação de Dinâmica Molecular , Humanos , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Dopamina/metabolismo , Fosforilação
4.
Biophys Chem ; 283: 106765, 2022 04.
Artigo em Inglês | MEDLINE | ID: mdl-35101818

RESUMO

Dopamine transporter mediates the neurotransmitter dopamine homeostasis in a sodium-dependent manner. The transport process involves an alternating access of a substrate to the extracellular and intracellular spaces, which is associated with different conformational states of the transporter. However, the underlying mechanism of modulation of the state transition remains elusive. Here we present a computational simulation study of human dopamine transporter to explore its two end states (outward-facing open and inward-facing open) that have not been determined experimentally. We show that the full-length transporter may tend to adopt the inward-facing open state in its free state. The binding of an amphetamine may not trap the transporter in the outward-facing open state with increasing length of the N-terminal. Furthermore, we identify distinct patterns in the interaction networks between the N-terminal and the intracellular region that could stabilize the state of the transporter, independent of substrate binding and phosphorylation. Our results reveal the essential role of the N-terminal dynamics in modulating the functional states of the dopamine transporter, providing molecular insights into the coupling of conformational transition and substrate passage in neurotransmitter transporters.


Assuntos
Proteínas da Membrana Plasmática de Transporte de Dopamina , Simulação de Dinâmica Molecular , Dopamina/metabolismo , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Proteínas da Membrana Plasmática de Transporte de Dopamina/metabolismo , Humanos , Conformação Proteica , Sódio
5.
Mol Pharmacol ; 101(3): 123-131, 2022 03.
Artigo em Inglês | MEDLINE | ID: mdl-34906999

RESUMO

Aberrant dopamine (DA) signaling is associated with several psychiatric disorders, such as autism, bipolar disorder, addiction, and Parkinson's disease, and several medications that target the DA transporter (DAT) can induce or treat these disorders. In addition, psychostimulants, such as cocaine and D-amphetamine (AMPH), rely on the competitive interactions with the transporter's substrate binding site to produce their rewarding effects. Agents that exhibit noncompetitive, allosteric modulation of DAT remain an important topic of investigation due to their potential therapeutic applications. We previously identified a novel allosteric modulator of human DAT, KM822, that can decrease the affinity of cocaine for DAT and attenuate cocaine-elicited behaviors; however, whether DAT is the sole mediator of KM822 actions in vivo is unproven given the large number of potential off-target sites. Here, we provide in silico and in vitro evidence that the allosteric site engaged by KM822 is conserved between human DAT and Caenorhabditis elegans DAT-1. KM822 binds to a similar pocket in DAT-1 as previously identified in human DAT. In functional dopamine uptake assays, KM822 affects the interaction between AMPH and DAT-1 by reducing the affinity of AMPH for DAT-1. Finally, through a combination of genetic and pharmacological in vivo approaches we provide evidence that KM822 diminishes the behavioral actions of AMPH on swimming-induced paralysis through a direct allosteric modulation of DAT-1. More broadly, our findings demonstrate allosteric modulation of DAT as a behavior modifying strategy and suggests that Caenorhabditis elegans can be operationalized to identify and investigate the interactions of DAT allosteric modulators. SIGNIFICANCE STATEMENT: We previously demonstrated that the dopamine transporter (DAT) allosteric modulator KM822 decreases cocaine affinity for human DAT. Here, using in silico and in vivo genetic approaches, we extend this finding to interactions with amphetamine, demonstrating evolutionary conservation of the DAT allosteric site. In Caenorhabditis elegans, we report that KM822 suppresses amphetamine behavioral effects via specific interactions with DAT-1. Our findings reveal Caenorhabditis elegans as a new tool to study allosteric modulation of DAT and its behavioral consequences.


Assuntos
Anfetamina/metabolismo , Proteínas de Caenorhabditis elegans/metabolismo , Dopaminérgicos/metabolismo , Proteínas da Membrana Plasmática de Transporte de Dopamina/metabolismo , Regulação Alostérica/efeitos dos fármacos , Regulação Alostérica/fisiologia , Anfetamina/farmacologia , Animais , Células COS , Caenorhabditis elegans , Proteínas de Caenorhabditis elegans/química , Chlorocebus aethiops , Dopaminérgicos/farmacologia , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Relação Dose-Resposta a Droga , Drosophila melanogaster , Ligação Proteica/efeitos dos fármacos , Ligação Proteica/fisiologia , Estrutura Secundária de Proteína
6.
Cell Mol Life Sci ; 78(23): 7733-7756, 2021 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-34709416

RESUMO

Dopamine (DA) transporters (DATs) are regulated by trafficking and modulatory processes that probably rely on stable and transient interactions with neighboring proteins and lipids. Using proximity-dependent biotin identification (BioID), we found novel potential partners for DAT, including several membrane proteins, such as the transmembrane chaperone 4F2hc, the proteolipid M6a and a potential membrane receptor for progesterone (PGRMC2). We also detected two cytoplasmic proteins: a component of the Cullin1-dependent ubiquitination machinery termed F-box/LRR-repeat protein 2 (FBXL2), and the enzyme inositol 5-phosphatase 2 (SHIP2). Immunoprecipitation (IP) and immunofluorescence studies confirmed either a physical association or a close spatial proximity between these proteins and DAT. M6a, SHIP2 and the Cullin1 system were shown to increase DAT activity in coexpression experiments, suggesting a functional role for their association. Deeper analysis revealed that M6a, which is enriched in neuronal protrusions (filopodia or dendritic spines), colocalized with DAT in these structures. In addition, the product of SHIP2 enzymatic activity (phosphatidylinositol 3,4-bisphosphate [PI(3,4)P2]) was tightly associated with DAT, as shown by co-IP and by colocalization of mCherry-DAT with a specific biosensor for this phospholipid. PI(3,4)P2 strongly stimulated transport activity in electrophysiological recordings, and conversely, inhibition of SHIP2 reduced DA uptake in several experimental systems including striatal synaptosomes and the dopaminergic cell line SH-SY5Y. In summary, here we report several potential new partners for DAT and a novel regulatory lipid, which may represent new pharmacological targets for DAT, a pivotal protein in dopaminergic function of the brain.


Assuntos
Encéfalo/metabolismo , Córtex Cerebral/metabolismo , Proteínas da Membrana Plasmática de Transporte de Dopamina/metabolismo , Fosfolipídeos/metabolismo , Domínios e Motivos de Interação entre Proteínas , Receptores de Superfície Celular/metabolismo , Animais , Biotinilação , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Fosfolipídeos/química , Ratos , Receptores de Superfície Celular/química
7.
J Parkinsons Dis ; 11(4): 1677-1687, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34334424

RESUMO

BACKGROUND: We have hypothesized that Parkinson's disease (PD) comprises two subtypes. Brain-first, where pathogenic α-synuclein initially forms unilaterally in one hemisphere leading to asymmetric nigrostriatal degeneration, and body-first with initial enteric pathology, which spreads through overlapping vagal innervation leading to more symmetric brainstem involvement and hence more symmetric nigrostriatal degeneration. Isolated REM sleep behaviour disorder has been identified as a strong marker of the body-first type. OBJECTIVE: To analyse striatal asymmetry in [18F]FDOPA PET and [123I]FP-CIT DaT SPECT data from iRBD patients, de novo PD patients with RBD (PD+RBD) and de novo PD patients without RBD (PD-RBD). These groups were defined as prodromal body-first, de novo body-first, and de novo brain-first, respectively. METHODS: We included [18F]FDOPA PET scans from 21 iRBD patients, 11 de novo PD+RBD, 22 de novo PD-RBD, and 18 controls subjects. Also, [123I]FP-CIT DaT SPECT data from iRBD and de novo PD patients with unknown RBD status from the PPPMI dataset was analysed. Lowest putamen specific binding ratio and putamen asymmetry index (AI) was defined. RESULTS: Nigrostriatal degeneration was significantly more symmetric in patients with RBD versus patients without RBD or with unknown RBD status in both FDOPA (p = 0.001) and DaT SPECT (p = 0.001) datasets. CONCLUSION: iRBD subjects and de novo PD+RBD patients present with significantly more symmetric nigrostriatal dopaminergic degeneration compared to de novo PD-RBD patients. The results support the hypothesis that body-first PD is characterized by more symmetric distribution most likely due to more symmetric propagation of pathogenic α-synuclein compared to brain-first PD.


Assuntos
Doença de Parkinson , Transtorno do Comportamento do Sono REM , Encéfalo/diagnóstico por imagem , Encéfalo/metabolismo , Dopamina/química , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Proteínas da Membrana Plasmática de Transporte de Dopamina/metabolismo , Humanos , Doença de Parkinson/diagnóstico por imagem , Transtorno do Comportamento do Sono REM/diagnóstico por imagem , Tomografia Computadorizada de Emissão de Fóton Único , alfa-Sinucleína/metabolismo
8.
J Biol Chem ; 296: 100629, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34237901

RESUMO

The dopamine transporter utilizes the transmembrane sodium gradient to mediate reuptake of dopamine from the extracellular space. The dopamine transporter can form dimers and possibly also higher order structures in the plasma membrane, and this oligomerization has been implicated in both trafficking and transport. However, we still do not fully understand its biological importance. A study by Sorkina et al. now describes a series of small molecules that link transporter conformation to oligomerization and endocytosis, providing an interesting step forward in an intricate dance.


Assuntos
Proteínas da Membrana Plasmática de Transporte de Dopamina/metabolismo , Animais , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Humanos , Multimerização Proteica
9.
Chem Biol Drug Des ; 97(6): 1194-1209, 2021 06.
Artigo em Inglês | MEDLINE | ID: mdl-33754484

RESUMO

Dopamine transporter (DAT) and sigma-1 receptor (σ1R) are potential therapeutic targets to reduce the psychostimulant effects induced by methamphetamine (METH). Interaction of σ1R with DAT could modulate the binding of METH, but the molecular basis of the association of the two transmembrane proteins and how their interactions mediate the binding of METH to DAT or σ1R remain unclear. Here, we characterize the protein-ligand and protein-protein interactions at a molecular level by various theoretical approaches. The present results show that METH adopts a different binding pose in the binding pocket of σ1R and is more likely to act as an agonist. The relatively lower binding affinity of METH to σ1R supports the role of antagonists as inhibitors that protect against METH-induced effects. We demonstrate that σ1R could bind to Drosophila melanogaster DAT (dDAT) through interactions with either the transmembrane helix α12 or α5 of dDAT. Our results showed that the truncated σ1R displays stronger association with dDAT than the full-length σ1R. Although different helix-helix interactions between σ1R and dDAT lead to distinct effects on the dynamics of individual protein, both associations attenuate the binding affinity of METH to dDAT, particularly in the interactions with the helix α5 of dDAT. Together, the present study provides the first computational investigation on the molecular mechanism of coupling METH binding and the association of σ1R with dDAT.


Assuntos
Proteínas da Membrana Plasmática de Transporte de Dopamina/metabolismo , Proteínas de Drosophila/metabolismo , Metanfetamina/química , Receptores sigma/metabolismo , Animais , Sítios de Ligação , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Proteínas de Drosophila/química , Drosophila melanogaster/metabolismo , Ligantes , Metanfetamina/metabolismo , Simulação de Dinâmica Molecular , Ligação Proteica , Conformação Proteica em alfa-Hélice , Estabilidade Proteica , Receptores sigma/química , Termodinâmica
10.
J Chem Inf Model ; 60(8): 3958-3968, 2020 08 24.
Artigo em Inglês | MEDLINE | ID: mdl-32649824

RESUMO

Dopamine (DA) transporter (DAT) is a major target for psychostimulant drugs of abuse such as cocaine that competitively binds to DAT, inhibits DA reuptake, and consequently increases synaptic DA levels. In addition to the central binding site inside DAT, the available experimental evidence suggests the existence of alternative binding sites on DAT, but detection and characterization of these sites are challenging by experiments alone. Here, we integrate multiple computational approaches to probe the potential binding sites on the wild-type Drosophila melanogaster DAT and identify a new allosteric site that displays high affinity for cocaine. This site is located on the surface of DAT, and binding of cocaine is primarily dominated by interactions with hydrophobic residues surrounding the site. We show that cocaine binding to this new site allosterically reduces the binding of DA/cocaine to the central binding pocket, and simultaneous binding of two cocaine molecules to a single DAT seems infeasible. Furthermore, we find that binding of cocaine to this site stabilizes the conformation of DAT but alters the conformational population and thereby reduces the accessibility by DA, providing molecular insights into the inhibitory mechanism of cocaine. In addition, our results indicate that the conformations induced by cocaine binding to this site may be relevant to the oligomerization of DAT, highlighting a potential role of this new site in modulating the function of DAT.


Assuntos
Cocaína , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Proteínas de Drosophila/química , Drosophila melanogaster/química , Sítio Alostérico , Animais , Sítios de Ligação
11.
J Chem Inf Model ; 60(7): 3577-3586, 2020 07 27.
Artigo em Inglês | MEDLINE | ID: mdl-32525311

RESUMO

Dopamine clearance in the brain is controlled by the dopamine transporter (DAT), a protein residing in the plasma membrane, which drives reuptake of extracellular dopamine into presynaptic neurons. Studies have revealed that the ßγ subunits of heterotrimeric G proteins modulate DAT function through a physical association with the C-terminal region of the transporter. Regulation of neurotransmitter transporters by Gßγ subunits is unprecedented in the literature; therefore, it is interesting to investigate the structural details of this particular protein-protein interaction. Here, we refined the crystal structure of the Drosophila melanogaster DAT (dDAT), modeling de novo the N- and C-terminal domains; subsequently, we used the full-length dDAT structure to generate a comparative model of human DAT (hDAT). Both proteins were assembled with Gß1γ2 subunits employing protein-protein docking, and subsequent molecular dynamics simulations were run to identify the specific interactions governing the formation of the hDAT:Gßγ and dDAT:Gßγ complexes. A [L/F]R[Q/E]R sequence motif containing the residues R588 in hDAT and R587 in dDAT was found as key to bind the Gßγ subunits through electrostatic interactions with a cluster of negatively charged residues located at the top face of the Gß subunit. Alterations of DAT function have been associated with multiple devastating neuropathological conditions; therefore, this work represents a step toward better understanding DAT regulation by signaling proteins, allowing us to predict therapeutic target regions.


Assuntos
Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Proteínas de Drosophila/química , Drosophila melanogaster , Proteínas de Ligação ao GTP/química , Animais , Dopamina , Drosophila melanogaster/metabolismo , Simulação de Dinâmica Molecular
12.
J Biol Chem ; 295(16): 5229-5244, 2020 04 17.
Artigo em Inglês | MEDLINE | ID: mdl-32132171

RESUMO

Following its evoked release, dopamine (DA) signaling is rapidly terminated by presynaptic reuptake, mediated by the cocaine-sensitive DA transporter (DAT). DAT surface availability is dynamically regulated by endocytic trafficking, and direct protein kinase C (PKC) activation acutely diminishes DAT surface expression by accelerating DAT internalization. Previous cell line studies demonstrated that PKC-stimulated DAT endocytosis requires both Ack1 inactivation, which releases a DAT-specific endocytic brake, and the neuronal GTPase, Rit2, which binds DAT. However, it is unknown whether Rit2 is required for PKC-stimulated DAT endocytosis in DAergic terminals or whether there are region- and/or sex-dependent differences in PKC-stimulated DAT trafficking. Moreover, the mechanisms by which Rit2 controls PKC-stimulated DAT endocytosis are unknown. Here, we directly examined these important questions. Ex vivo studies revealed that PKC activation acutely decreased DAT surface expression selectively in ventral, but not dorsal, striatum. AAV-mediated, conditional Rit2 knockdown in DAergic neurons impacted baseline DAT surface:intracellular distribution in DAergic terminals from female ventral, but not dorsal, striatum. Further, Rit2 was required for PKC-stimulated DAT internalization in both male and female ventral striatum. FRET and surface pulldown studies in cell lines revealed that PKC activation drives DAT-Rit2 surface dissociation and that the DAT N terminus is required for both PKC-mediated DAT-Rit2 dissociation and DAT internalization. Finally, we found that Rit2 and Ack1 independently converge on DAT to facilitate PKC-stimulated DAT endocytosis. Together, our data provide greater insight into mechanisms that mediate PKC-regulated DAT internalization and reveal unexpected region-specific differences in PKC-stimulated DAT trafficking in bona fide DAergic terminals.


Assuntos
Proteínas da Membrana Plasmática de Transporte de Dopamina/metabolismo , Neurônios Dopaminérgicos/metabolismo , Endocitose , Proteínas Monoméricas de Ligação ao GTP/metabolismo , Animais , Sítios de Ligação , Linhagem Celular Tumoral , Corpo Estriado/citologia , Corpo Estriado/metabolismo , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Feminino , Células HEK293 , Humanos , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Proteínas Monoméricas de Ligação ao GTP/genética , Ligação Proteica , Proteína Quinase C/metabolismo
13.
Biomolecules ; 10(1)2020 01 07.
Artigo em Inglês | MEDLINE | ID: mdl-31936154

RESUMO

The norepinephrine transporter (NET) is one of the monoamine transporters. Its X-ray crystal structure has not been obtained yet. Inhibitors of human NET (hNET) play a major role in the treatment of many central and peripheral nervous system diseases. In this study, we focused on the spatial structure of a NET constructed by homology modeling on Drosophila melanogaster dopamine transporter templates. We further examined molecular construction of primary binding pocket (S1) together with secondary binding site (S2) and extracellular loop 4 (EL4). The next stage involved docking of transporter inhibitors: Reboxetine, duloxetine, desipramine, and other commonly used drugs. The procedure revealed the molecular orientation of residues and disclosed ones that are the most important for ligand binding: Phenylalanine F72, aspartic acid D75, tyrosine Y152, and phenylalanine F317. Aspartic acid D75 plays a key role in recognition of the basic amino group present in monoamine transporter inhibitors and substrates. The study also presents a comparison of hNET models with other related proteins, which could provide new insights into their interaction with therapeutics and aid future development of novel bioactive compounds.


Assuntos
Proteínas da Membrana Plasmática de Transporte de Norepinefrina/metabolismo , Proteínas da Membrana Plasmática de Transporte de Norepinefrina/ultraestrutura , Norepinefrina/metabolismo , Animais , Sítios de Ligação , Dopamina/metabolismo , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Proteínas da Membrana Plasmática de Transporte de Dopamina/metabolismo , Proteínas de Drosophila/metabolismo , Drosophila melanogaster/metabolismo , Humanos , Simulação de Dinâmica Molecular , Norepinefrina/fisiologia , Proteínas da Membrana Plasmática de Transporte de Norepinefrina/fisiologia , Ligação Proteica
14.
Phys Med ; 69: 233-240, 2020 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-31918375

RESUMO

PURPOSE: It is vital to appropriately power clinical trials towards discovery of novel disease-modifying therapies for Parkinson's disease (PD). Thus, it is critical to improve prediction of outcome in PD patients. METHODS: We systematically probed a range of robust predictor algorithms, aiming to find best combinations of features for significantly improved prediction of motor outcome (MDS-UPDRS-III) in PD. We analyzed 204 PD patients with 18 features (clinical measures; dopamine-transporter (DAT) SPECT imaging measures), performing different randomized arrangements and utilizing data from 64%/6%/30% of patients in each arrangement for training/training validation/final testing. We pursued 3 approaches: i) 10 predictor algorithms (accompanied with automated machine learning hyperparameter tuning) were first applied on 32 experimentally created combinations of 18 features, ii) we utilized Feature Subset Selector Algorithms (FSSAs) for more systematic initial feature selection, and iii) considered all possible combinations between 18 features (262,143 states) to assess contributions of individual features. RESULTS: A specific set (set 18) applied to the LOLIMOT (Local Linear Model Trees) predictor machine resulted in the lowest absolute error 4.32 ± 0.19, when we firstly experimentally created 32 combinations of 18 features. Subsequently, 2 FSSAs (Genetic Algorithm (GA) and Ant Colony Optimization (ACO)) selecting 5 features, combined with LOLIMOT, reached an error of 4.15 ± 0.46. Our final analysis indicated that longitudinal motor measures (MDS-UPDRS-III years 0 and 1) were highly significant predictors of motor outcome. CONCLUSIONS: We demonstrate excellent prediction of motor outcome in PD patients by employing automated hyperparameter tuning and optimal utilization of FSSAs and predictor algorithms.


Assuntos
Aprendizado de Máquina , Doença de Parkinson/diagnóstico por imagem , Doença de Parkinson/fisiopatologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Algoritmos , Simulação por Computador , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Reconhecimento Automatizado de Padrão , Reprodutibilidade dos Testes , Tomografia Computadorizada de Emissão de Fóton Único , Resultado do Tratamento
15.
PLoS One ; 14(11): e0225339, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31751387

RESUMO

The presynaptic dopamine transporter mediates rapid reuptake of synaptic dopamine. Although cell surface DAT trafficking recently emerged as an important component of DAT regulation, it has not been systematically investigated. Here, we apply our single quantum dot (Qdot) tracking approach to monitor DAT plasma membrane dynamics in several heterologous expression cell hosts with nanometer localization accuracy. We demonstrate that Qdot-tagged DAT proteins exhibited highly heterogeneous membrane diffusivity dependent on the local membrane topography. We also show that Qdot-tagged DATs were localized away from the flat membrane regions and were dynamically retained in the membrane protrusions and cell edges for the duration of imaging. Single quantum dot tracking of wildtype DAT and its conformation-defective coding variants (R60A and W63A) revealed a significantly accelerated rate of dysfunctional DAT membrane diffusion. We believe our results warrant an in-depth investigation as to whether compromised membrane dynamics is a common feature of brain disorder-derived DAT mutants.


Assuntos
Membrana Celular/química , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Pontos Quânticos , Algoritmos , Animais , Membrana Celular/metabolismo , Proteínas da Membrana Plasmática de Transporte de Dopamina/metabolismo , Células HEK293 , Humanos , Modelos Teóricos , Reprodutibilidade dos Testes , Relação Estrutura-Atividade
16.
Molecules ; 24(20)2019 Oct 22.
Artigo em Inglês | MEDLINE | ID: mdl-31652614

RESUMO

Nicotinic acetylcholine receptors (nAChRs), serotonin transporters (SERT) and dopamine transporters (DAT) represent targets for the development of novel nicotinic derivatives acting as multiligands associated with different health conditions, such as depressive, anxiety and addiction disorders. In the present work, a series of functionalized esters structurally related to acetylcholine and nicotine were synthesized and pharmacologically assayed with respect to these targets. The synthesized compounds were studied in radioligand binding assays at α4ß2 nAChR, h-SERT and h-DAT. SERT experiments showed not radioligand [3H]-paroxetine displacement, but rather an increase in the radioligand binding percentage at the central binding site was observed. Compound 20 showed Ki values of 1.008 ± 0.230 µM for h-DAT and 0.031 ± 0.006 µM for α4ß2 nAChR, and [3H]-paroxetine binding of 191.50% in h-SERT displacement studies, being the only compound displaying triple affinity. Compound 21 displayed Ki values of 0.113 ± 0.037 µM for α4ß2 nAChR and 0.075 ± 0.009 µM for h-DAT acting as a dual ligand. Molecular docking studies on homology models of α4ß2 nAChR, h-DAT and h-SERT suggested potential interactions among the compounds and agonist binding site at the α4/ß2 subunit interfaces of α4ß2 nAChR, central binding site of h-DAT and allosteric modulator effect in h-SERT.


Assuntos
Acetilcolina/análogos & derivados , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Nicotina/análogos & derivados , Receptores Nicotínicos/química , Proteínas da Membrana Plasmática de Transporte de Serotonina/química , Acetilcolina/agonistas , Acetilcolina/síntese química , Acetilcolina/química , Regulação Alostérica , Sítios de Ligação , Dopamina/química , Agonistas de Dopamina/química , Proteínas da Membrana Plasmática de Transporte de Dopamina/agonistas , Ésteres/química , Células HEK293 , Humanos , Ligantes , Simulação de Acoplamento Molecular , Nicotina/agonistas , Nicotina/síntese química , Nicotina/química , Agonistas Nicotínicos/química , Pirrolidinas/química , Ensaio Radioligante , Proteínas da Membrana Plasmática de Transporte de Serotonina/agonistas , Relação Estrutura-Atividade
17.
Anal Chem ; 91(17): 10970-10978, 2019 09 03.
Artigo em Inglês | MEDLINE | ID: mdl-31408320

RESUMO

Insight into the structure-function relationship of membrane proteins is important to understand basic cell function and inform drug development, as these are common targets for drugs. Hydrogen/deuterium exchange mass spectrometry (HDX-MS) is an established technique for the study of protein conformational dynamics and has shown compatibility with membrane proteins. However, the digestion and mass analysis of peptides from membrane proteins can be challenging, severely limiting the HDX-MS experiment. Here we compare the digestion of four integral membrane proteins-Cl-/H+ exchange transporter (ClC-ec1), leucine transporter (LeuT), dopamine transporter (DAT), and serotonin transporter (SERT)-by the use of porcine pepsin and three alternative aspartic proteases either in-solution or immobilized on-column in an optimized HDX-MS-compatible workflow. Pepsin was the most favorable for the digestion of ClC-ec1 and LeuT, providing coverage of 82.2 and 33.2% of the respective protein sequence; however, the alternative proteases surpassed pepsin for the digestion of DAT and SERT. By also screening quench solution additives, we observe that the denaturant urea was beneficial, resulting in improved sequence coverage of all membrane proteins, in contrast to guanidine hydrochloride. Furthermore, significant improvements in sequence coverage were achieved by tailoring the chromatography to handle hydrophobic peptides. Overall, we demonstrate that the susceptibility of membrane proteins to proteolytic digestion during HDX-MS is highly protein-specific. Our results highlight the importance of having multiple proteases and different quench buffer additives in the HDX-MS toolbox and the need to carefully screen a range of digestion conditions to successfully optimize the HDX-MS analysis of integral membrane proteins.


Assuntos
Antiporters/análise , Proteínas da Membrana Plasmática de Transporte de Dopamina/análise , Proteínas de Drosophila/análise , Proteínas de Escherichia coli/análise , Espectrometria de Massa com Troca Hidrogênio-Deutério/métodos , Fragmentos de Peptídeos/análise , Proteínas da Membrana Plasmática de Transporte de Serotonina/análise , Sequência de Aminoácidos , Animais , Antiporters/química , Aquifex , Ácido Aspártico Proteases/química , Bactérias , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Proteínas de Drosophila/química , Drosophila melanogaster , Escherichia coli , Proteínas de Escherichia coli/química , Humanos , Modelos Moleculares , Pepsina A/química , Proteólise , Proteínas da Membrana Plasmática de Transporte de Serotonina/química , Relação Estrutura-Atividade , Suínos , Ureia/química
18.
Nat Struct Mol Biol ; 26(7): 545-556, 2019 07.
Artigo em Inglês | MEDLINE | ID: mdl-31270469

RESUMO

Monoamine transporters (MATs) regulate neurotransmission via the reuptake of dopamine, serotonin and norepinephrine from extra-neuronal regions and thus maintain neurotransmitter homeostasis. As targets of a wide range of compounds, including antidepressants, substances of abuse and drugs for neuropsychiatric and neurodegenerative disorders, their mechanism of action and their modulation by small molecules have long been of broad interest. Recent advances in the structural characterization of dopamine and serotonin transporters have opened the way for structure-based modeling and simulations, which, together with experimental data, now provide mechanistic understanding of their transport function and interactions. Here we review recent progress in the elucidation of the structural dynamics of MATs and their conformational landscape and transitions, as well as allosteric regulation mechanisms.


Assuntos
Proteínas da Membrana Plasmática de Transporte de Dopamina/metabolismo , Proteínas da Membrana Plasmática de Transporte de Norepinefrina/metabolismo , Proteínas da Membrana Plasmática de Transporte de Serotonina/metabolismo , Regulação Alostérica/efeitos dos fármacos , Animais , Sítios de Ligação/efeitos dos fármacos , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Descoberta de Drogas , Humanos , Modelos Moleculares , Proteínas da Membrana Plasmática de Transporte de Norepinefrina/química , Conformação Proteica/efeitos dos fármacos , Proteínas da Membrana Plasmática de Transporte de Serotonina/química
19.
Clin Transl Sci ; 12(6): 609-616, 2019 11.
Artigo em Inglês | MEDLINE | ID: mdl-31305025

RESUMO

Four complementary approaches were used to investigate acetaminophen overdose as a risk factor for Parkinson's disease (PD). Circulating microRNAs (miRNAs) serum profiles from acetaminophen-overdosed patients were compared with patients with terminal PD, revealing four shared miRNAs. Similarities were found among molecular structures of dopamine (DA), acetaminophen, and two known PD inducers indicating affinity for dopaminergic transport. Potential interactions between acetaminophen and the human DA transporter were confirmed by molecular docking modeling and binding free energy calculations. Thus, it is plausible that acetaminophen is taken up by the dopaminergic transport system into the substantia nigra (SN). A ChEMBL query identified proteins that are similarly targeted by DA and acetaminophen. Here, we highlight CYP3A4, present in the SN, a predominant metabolizer of acetaminophen into its toxic metabolite N-acetyl-p-benzoquinone imine and shown to be regulated in PD. Overall, based on our results, we hypothesize that overdosing of acetaminophen is a potential risk factor for parkinsonism.


Assuntos
Acetaminofen/toxicidade , Proteínas da Membrana Plasmática de Transporte de Dopamina/metabolismo , Dopamina/metabolismo , Overdose de Drogas/complicações , Doença de Parkinson/etiologia , Acetaminofen/química , Acetaminofen/farmacocinética , Adolescente , Adulto , Benzoquinonas/metabolismo , Benzoquinonas/toxicidade , MicroRNA Circulante/sangue , Cristalografia por Raios X , Citocromo P-450 CYP3A/metabolismo , Dopamina/química , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Proteínas da Membrana Plasmática de Transporte de Dopamina/ultraestrutura , Proteínas de Drosophila/química , Proteínas de Drosophila/metabolismo , Overdose de Drogas/sangue , Overdose de Drogas/etiologia , Feminino , Humanos , Iminas/metabolismo , Iminas/toxicidade , Masculino , Pessoa de Meia-Idade , Modelos Animais , Simulação de Acoplamento Molecular , Estrutura Molecular , Doença de Parkinson/sangue , Doença de Parkinson/patologia , Fatores de Risco , Alinhamento de Sequência , Substância Negra/metabolismo , Substância Negra/patologia , Adulto Jovem
20.
Nat Commun ; 10(1): 2714, 2019 06 20.
Artigo em Inglês | MEDLINE | ID: mdl-31221956

RESUMO

The dopamine transporter is a member of the neurotransmitter:sodium symporters (NSSs), which are responsible for termination of neurotransmission through Na+-driven reuptake of neurotransmitter from the extracellular space. Experimental evidence elucidating the coordinated conformational rearrangements related to the transport mechanism has so far been limited. Here we probe the global Na+- and dopamine-induced conformational dynamics of the wild-type Drosophila melanogaster dopamine transporter using hydrogen-deuterium exchange mass spectrometry. We identify Na+- and dopamine-induced changes in specific regions of the transporter, suggesting their involvement in protein conformational transitions. Furthermore, we detect ligand-dependent slow cooperative fluctuations of helical stretches in several domains of the transporter, which could be a molecular mechanism that assists in the transporter function. Our results provide a framework for understanding the molecular mechanism underlying the function of NSSs by revealing detailed insight into the state-dependent conformational changes associated with the alternating access model of the dopamine transporter.


Assuntos
Proteínas da Membrana Plasmática de Transporte de Dopamina/metabolismo , Dopamina/metabolismo , Proteínas de Drosophila/metabolismo , Simulação de Dinâmica Molecular , Sódio/metabolismo , Proteínas da Membrana Plasmática de Transporte de Dopamina/química , Proteínas da Membrana Plasmática de Transporte de Dopamina/isolamento & purificação , Proteínas de Drosophila/química , Proteínas de Drosophila/isolamento & purificação , Células HEK293 , Humanos , Ligantes , Espectrometria de Massas , Conformação Proteica em alfa-Hélice/fisiologia , Domínios Proteicos/fisiologia , Proteínas Recombinantes/química , Proteínas Recombinantes/isolamento & purificação , Proteínas Recombinantes/metabolismo
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