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1.
Sci Rep ; 14(1): 7236, 2024 03 27.
Article in English | MEDLINE | ID: mdl-38538731

ABSTRACT

Human cognition is incredibly flexible, allowing us to thrive within diverse environments. However, humans also tend to stick to familiar strategies, even when there are better solutions available. How do we exhibit flexibility in some contexts, yet inflexibility in others? The constrained flexibility framework (CFF) proposes that cognitive flexibility is shaped by variability, predictability, and harshness within decision-making environments. The CFF asserts that high elective switching (switching away from a working strategy) is maladaptive in stable or predictably variable environments, but adaptive in unpredictable environments, so long as harshness is low. Here we provide evidence for the CFF using a decision-making task completed across two studies with a total of 299 English-speaking adults. In line with the CFF, we found that elective switching was suppressed by harshness, using both within- and between-subjects harshness manipulations. Our results highlight the need to study how cognitive flexibility adapts to diverse contexts.


Subject(s)
Cognition , Adult , Humans
2.
Methods Enzymol ; 593: 99-121, 2017.
Article in English | MEDLINE | ID: mdl-28750817

ABSTRACT

The endocannabinoid (eCB) neurotransmitter system regulates diverse neurological functions including stress and anxiety, pain, mood, and reward. Understanding the mechanisms underlying eCB regulation is critical for developing targeted pharmacotherapies to treat these and other neurologic disorders. Cellular studies suggest that the arachidonate eCBs, N-arachidonoylethanolamine (AEA) and 2-arachidonoylglycerol (2-AG), are substrates for intracellular binding and transport proteins, and several candidate proteins have been identified. Initial evidence from our laboratory indicates that the lipid transport protein, sterol carrier protein 2 (SCP-2), binds to the eCBs and can regulate their cellular concentrations. Here, we present methods for evaluating SCP-2 binding of eCBs and their application to the discovery of the first inhibitor lead molecules. Using a fluorescent probe displacement assay, we found SCP-2 binds the eCBs, AEA (Ki=0.68±0.05µM) and 2-AG (Ki=0.37±0.02µM), with moderate affinity. A series of structurally diverse arachidonate analogues also bind SCP-2 with Ki values between 0.82 and 2.95µM, suggesting a high degree of tolerance for arachidonic acid head group modifications in this region of the protein. We also report initial structure-activity relationships surrounding previously reported inhibitors of Aedis aegypti SCP-2, and the results of an in silico high-throughput screen that identified structurally novel SCP-2 inhibitor leads. The methods and results reported here provide the basis for a robust probe discovery effort to fully elucidate the role of facilitated transport mediated by SCP-2 in eCB regulation and function.


Subject(s)
Carrier Proteins/chemistry , Arachidonic Acids/chemistry , Binding, Competitive , Carrier Proteins/physiology , Endocannabinoids/metabolism , Humans , Ligands , Models, Molecular , Protein Binding
3.
Article in English | MEDLINE | ID: mdl-26671816

ABSTRACT

Molecular docking is a computational technique which predicts the binding energy and the preferred binding mode of a ligand to a protein target. Virtual screening is a tool which uses docking to investigate large chemical libraries to identify ligands that bind favorably to a protein target. We have developed a novel scoring based distributed protein docking application to improve enrichment in virtual screening. The application addresses the issue of time and cost of screening in contrast to conventional systematic parallel virtual screening methods in two ways. Firstly, it automates the process of creating and launching multiple independent dockings on a high performance computing cluster. Secondly, it uses a Nȧi̇ve Bayes scoring function to calculate binding energy of un-docked ligands to identify and preferentially dock (Autodock predicted) better binders. The application was tested on four proteins using a library of 10,573 ligands. In all the experiments, (i). 200 of the 1,000 best binders are identified after docking only ~14 percent of the chemical library, (ii). 9 or 10 best-binders are identified after docking only ~19 percent of the chemical library, and (iii). no significant enrichment is observed after docking ~70 percent of the chemical library. The results show significant increase in enrichment of potential drug leads in early rounds of virtual screening.


Subject(s)
Algorithms , Models, Chemical , Molecular Docking Simulation/methods , Proteins/chemistry , Proteins/ultrastructure , Bayes Theorem , Binding Sites , Computer Simulation , Protein Binding
4.
BMC Biochem ; 16: 19, 2015 Aug 19.
Article in English | MEDLINE | ID: mdl-26286528

ABSTRACT

BACKGROUND: Dual-specificity phosphatase-5 (DUSP5) plays a central role in vascular development and disease. We present a p-nitrophenol phosphate (pNPP) based enzymatic assay to screen for inhibitors of the phosphatase domain of DUSP5. METHODS: pNPP is a mimic of the phosphorylated tyrosine on the ERK2 substrate (pERK2) and binds the DUSP5 phosphatase domain with a Km of 7.6 ± 0.4 mM. Docking followed by inhibitor verification using the pNPP assay identified a series of polysulfonated aromatic inhibitors that occupy the DUSP5 active site in the region that is likely occupied by the dual-phosphorylated ERK2 substrate tripeptide (pThr-Glu-pTyr). Secondary assays were performed with full length DUSP5 with ERK2 as substrate. RESULTS: The most potent inhibitor has a naphthalene trisulfonate (NTS) core. A search for similar compounds in a drug database identified suramin, a dimerized form of NTS. While suramin appears to be a potent and competitive inhibitor (25 ± 5 µM), binding to the DUSP5 phosphatase domain more tightly than the monomeric ligands of which it is comprised, it also aggregates. Further ligand-based screening, based on a pharmacophore derived from the 7 Å separation of sulfonates on inhibitors and on sulfates present in the DUSP5 crystal structure, identified a disulfonated and phenolic naphthalene inhibitor (CSD (3) _2320) with IC50 of 33 µM that is similar to NTS and does not aggregate. CONCLUSIONS: The new DUSP5 inhibitors we identify in this study typically have sulfonates 7 Å apart, likely positioning them where the two phosphates of the substrate peptide (pThr-Glu-pTyr) bind, with one inhibitor also positioning a phenolic hydroxyl where the water nucleophile may reside. Polysulfonated aromatic compounds do not commonly appear in drugs and have a tendency to aggregate. One FDA-approved polysulfonated drug, suramin, inhibits DUSP5 and also aggregates. Docking and modeling studies presented herein identify polysulfonated aromatic inhibitors that do not aggregate, and provide insights to guide future design of mimics of the dual-phosphate loops of the ERK substrates for DUSPs.


Subject(s)
Dual-Specificity Phosphatases/antagonists & inhibitors , Dual-Specificity Phosphatases/metabolism , Enzyme Inhibitors/pharmacology , Phosphates/metabolism , Catalytic Domain , Computer Simulation , Drug Evaluation, Preclinical , Dual-Specificity Phosphatases/chemistry , Enzyme Inhibitors/metabolism , High-Throughput Screening Assays , Humans , Ligands , Mitogen-Activated Protein Kinase 1/chemistry , Mitogen-Activated Protein Kinase 1/metabolism , Molecular Docking Simulation , Protein Binding , Suramin/metabolism , Suramin/pharmacology
5.
Bioorg Med Chem ; 22(1): 303-10, 2014 Jan 01.
Article in English | MEDLINE | ID: mdl-24315190

ABSTRACT

Various estrogen analogs were synthesized and tested for binding to human ERα using a fluorescence polarization displacement assay. Binding affinity and orientation were also predicted using docking calculations. Docking was able to accurately predict relative binding affinity and orientation for estradiol, but only if a tightly bound water molecule bridging Arg394/Glu353 is present. Di-hydroxyl compounds sometimes bind in two orientations, which are flipped in terms of relative positioning of their hydroxyl groups. Di-hydroxyl compounds were predicted to bind with their aliphatic hydroxyl group interacting with His524 in ERα. One nonsteroid-based dihdroxyl compound was 1000-fold specific for ERß over ERα, and was also 25-fold specific for agonist ERß versus antagonist activity. Docking predictions suggest this specificity may be due to interaction of the aliphatic hydroxyl with His475 in the agonist form of ERß, versus with Thr299 in the antagonist form. But, the presence of this aliphatic hydroxyl is not required in all compounds, since mono-hydroxyl (phenolic) compounds bind ERα with high affinity, via hydroxyl hydrogen bonding interactions with the ERα Arg394/Glu353/water triad, and van der Waals interactions with the rest of the molecule.


Subject(s)
Estradiol/chemistry , Estrogen Receptor alpha/chemistry , Hydroxyl Radical/chemical synthesis , Female , Humans , Hydroxyl Radical/chemistry , Structure-Activity Relationship
6.
Proteins ; 81(4): 675-89, 2013 Apr.
Article in English | MEDLINE | ID: mdl-23229911

ABSTRACT

Here, we report the NMR solution structures of Mycobacterium tuberculosis (M. tuberculosis) thioredoxin C in both oxidized and reduced states, with discussion of structural changes that occur in going between redox states. The NMR solution structure of the oxidized TrxC corresponds closely to that of the crystal structure, except in the C-terminal region. It appears that crystal packing effects have caused an artifactual shift in the α4 helix in the previously reported crystal structure, compared with the solution structure. On the basis of these TrxC structures, chemical shift mapping, a previously reported crystal structure of the M. tuberculosis thioredoxin reductase (not bound to a Trx) and structures for intermediates in the E. coli thioredoxin catalytic cycle, we have modeled the complete M. tuberculosis thioredoxin system for the various steps in the catalytic cycle. These structures and models reveal pockets at the TrxR/TrxC interface in various steps in the catalytic cycle, which can be targeted in the design of uncompetitive inhibitors as potential anti-mycobacterial agents, or as chemical genetic probes of function.


Subject(s)
Bacterial Proteins/chemistry , Mycobacterium tuberculosis/chemistry , Thioredoxins/chemistry , Bacterial Proteins/metabolism , Catalytic Domain , Models, Molecular , Mycobacterium tuberculosis/metabolism , Nuclear Magnetic Resonance, Biomolecular , Oxidation-Reduction , Protein Binding , Protein Conformation , Thioredoxin-Disulfide Reductase/chemistry , Thioredoxin-Disulfide Reductase/metabolism , Thioredoxins/metabolism
7.
Biochem Biophys Res Commun ; 430(1): 313-9, 2013 Jan 04.
Article in English | MEDLINE | ID: mdl-23146631

ABSTRACT

Phosphomevalonate kinase (PMK) phosphorylates mevalonate-5-phosphate (M5P) in the mevalonate pathway, which is the sole source of isoprenoids and steroids in humans. We have identified new PMK inhibitors with virtual screening, using autodock. Promising hits were verified and their affinity measured using NMR-based (1)H-(15)N heteronuclear single quantum coherence (HSQC) chemical shift perturbation and fluorescence titrations. Chemical shift changes were monitored, plotted, and fitted to obtain dissociation constants (K(d)). Tight binding compounds with K(d)'s ranging from 6-60 µM were identified. These compounds tended to have significant polarity and negative charge, similar to the natural substrates (M5P and ATP). HSQC cross peak changes suggest that binding induces a global conformational change, such as domain closure. Compounds identified in this study serve as chemical genetic probes of human PMK, to explore pharmacology of the mevalonate pathway, as well as starting points for further drug development.


Subject(s)
Drug Discovery/methods , Enzyme Inhibitors/chemistry , Phosphotransferases (Phosphate Group Acceptor)/antagonists & inhibitors , Catalytic Domain/drug effects , Crystallography, X-Ray , Enzyme Inhibitors/isolation & purification , Enzyme Inhibitors/pharmacology , Humans , Nuclear Magnetic Resonance, Biomolecular , Phosphotransferases (Phosphate Group Acceptor)/chemistry , Protein Structure, Secondary
8.
J Chem Inf Model ; 47(3): 771-5, 2007.
Article in English | MEDLINE | ID: mdl-17408241

ABSTRACT

The use of chiral compounds as pharmaceuticals and agrochemicals continues to increase, warranting numerical characterization of chirality in order to develop structure-activity relationship models involving these compounds. Enantiomers are identical in all scalar properties and, hence, are not differentiated by topological indices and 3-D descriptors. Three distinct measures of chirality were developed to discriminate diastereomers and enantiomers. The novel topological indices treat chirality as a continuous measure, and hence we prefer to call it the Relative Chirality Index (RCI). Application of RCI in developing SAR is illustrated with the repellency data for the diastereomers of picaridin and AI3-37220.


Subject(s)
Insect Repellents/chemistry , Piperidines/chemistry , Amino Acids/chemistry , Animals , Culicidae/drug effects , Insect Repellents/pharmacology , Molecular Structure , Piperidines/pharmacology , Structure-Activity Relationship
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