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2.
PLoS One ; 16(10): e0259101, 2021.
Article in English | MEDLINE | ID: mdl-34714834

ABSTRACT

Reverse translation of polypeptide sequences to expressible mRNA constructs is a NP-hard combinatorial optimization problem. Each amino acid in the protein sequence can be represented by as many as six codons, and the process of selecting the combination that maximizes probability of expression is termed codon optimization. This work investigates the potential impact of leveraging quantum computing technology for codon optimization. A Quantum Annealer (QA) is compared to a standard genetic algorithm (GA) programmed with the same objective function. The QA is found to be competitive in identifying optimal solutions. The utility of gate-based systems is also evaluated using a simulator resulting in the finding that while current generations of devices lack the hardware requirements, in terms of both qubit count and connectivity, to solve realistic problems, future generation devices may be highly efficient.


Subject(s)
Algorithms , Computing Methodologies , Quantum Theory , RNA, Messenger , Codon
3.
J Med Chem ; 55(7): 3002-10, 2012 Apr 12.
Article in English | MEDLINE | ID: mdl-22420626

ABSTRACT

Drug design studies targeting one of the primary toxic agents in Alzheimer's disease, soluble oligomers of amyloid ß-protein (Aß), have been complicated by the rapid, heterogeneous aggregation of Aß and the resulting difficulty to structurally characterize the peptide. To address this, we have developed [Nle(35), D-Pro(37)]Aß(42), a substituted peptide inspired from molecular dynamics simulations which forms structures stable enough to be analyzed by NMR. We report herein that [Nle(35), D-Pro(37)]Aß(42) stabilizes the trimer and prevents mature fibril and ß-sheet formation. Further, [Nle(35), D-Pro(37)]Aß(42) interacts with WT Aß(42) and reduces aggregation levels and fibril formation in mixtures. Using ligand-based drug design based on [Nle(35), D-Pro(37)]Aß(42), a lead compound was identified with effects on inhibition similar to the peptide. The ability of [Nle(35), D-Pro(37)]Aß(42) and the compound to inhibit the aggregation of Aß(42) provides a novel tool to study the structure of Aß oligomers. More broadly, our data demonstrate how molecular dynamics simulation can guide experiment for further research into AD.


Subject(s)
Amyloid beta-Peptides/antagonists & inhibitors , Amyloid beta-Peptides/chemistry , Peptide Fragments/chemistry , Animals , Cell Survival/drug effects , Circular Dichroism , Models, Molecular , PC12 Cells , Peptide Fragments/chemical synthesis , Peptide Fragments/toxicity , Polymerization , Protein Structure, Secondary , Rats , Solutions , Structure-Activity Relationship
4.
Biochemistry ; 48(32): 7614-20, 2009 Aug 18.
Article in English | MEDLINE | ID: mdl-19603790

ABSTRACT

Novel inhibitors of lupin diadenosine 5',5'''-P(1),P(4)-tetraphosphate (Ap(4)A) hydrolase have been identified by in silico screening of a large virtual chemical library. Compounds were ranked on the basis of a consensus from six scoring functions. From the top 100 ranked compounds six were selected and initially screened for inhibitory activity using a single concentration isothermal titration calorimetry assay. Two of these compounds that showed excellent solubility properties were further analyzed, but only one [NSC51531; 2-((8-hydroxy-4-(4-methyl-2-sulfoanilino)-9,10-dioxo-9,10-dihydro-1-anthracenyl)amino)-5-methylbenzenesulfonic acid] exhibited competitive inhibition with a K(i) of 1 microM. A structural analogue of this compound also exhibited competitive inhibition with a comparable K(i) of 2.9 microM. (1)H, (15)N NMR spectroscopy was used to map the binding site of NSC51531 on lupin Ap(4)A hydrolase and demonstrated that the compound bound specifically in the substrate-binding site, consistent with the competitive inhibition results. Binding of NSC51531 to the human form of Ap(4)A hydrolase is nonspecific, suggesting that this compound may represent a useful lead in the design of specific inhibitors of the plant-like form of Ap(4)A hydrolases.


Subject(s)
Acid Anhydride Hydrolases/antagonists & inhibitors , Acid Anhydride Hydrolases/metabolism , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/metabolism , Lupinus/enzymology , Plant Proteins/antagonists & inhibitors , Plant Proteins/metabolism , Acid Anhydride Hydrolases/chemistry , Acid Anhydride Hydrolases/genetics , Animals , Calorimetry , Catalytic Domain , Computer Simulation , Dinucleoside Phosphates/chemistry , Dinucleoside Phosphates/metabolism , Drug Discovery , Enzyme Inhibitors/pharmacology , Fibroblasts/drug effects , Humans , Isoenzymes/antagonists & inhibitors , Isoenzymes/chemistry , Isoenzymes/genetics , Isoenzymes/metabolism , Models, Molecular , Molecular Structure , Nuclear Magnetic Resonance, Biomolecular , Plant Proteins/chemistry , Plant Proteins/genetics , Platelet Aggregation Inhibitors/chemistry , Platelet Aggregation Inhibitors/metabolism , Protein Conformation
5.
Biol Reprod ; 80(5): 1036-45, 2009 May.
Article in English | MEDLINE | ID: mdl-19164169

ABSTRACT

T regulatory (Treg) cells are implicated in maternal immune tolerance of the conceptus at implantation; however, the antigenic and regulatory signals controlling Treg cells in early pregnancy are undefined. To examine the role of male seminal fluid in tolerance induction, the effect of exposure to seminal fluid at mating on responsiveness to paternal alloantigens was examined using paternal tumor cell grafts and by delayed-type hypersensitivity (DTH) challenge on Day 3.5 postcoitum. Exposure to seminal fluid inhibited rejection of paternal tumor cells, independently of fertilization and embryo development, while seminal fluid from major histocompatability complex (MHC)-dissimilar males was less effective. Similarly, mating with intact males suppressed the DTH response to paternal alloantigens in an MHC-specific fashion. Excision of the seminal vesicle glands diminished the tolerance-inducing activity of seminal fluid. Mating with intact males caused an increase in CD4(+)CD25(+) cells expressing FOXP3 in the para-aortic lymph nodes draining the uterus, beyond the estrus-associated peak in cycling mice. The increase in CD4(+)CD25(+) cells was abrogated when males were vasectomized or seminal vesicles were excised. Collectively, these data provide evidence that exposure to seminal fluid at mating promotes a state of functional tolerance to paternal alloantigens that may facilitate maternal acceptance of the conceptus at implantation, and the effects of seminal fluid are likely to be mediated by expansion of the Treg cell pool. Both seminal plasma and sperm components of the seminal fluid are necessary to confer full tolerance and elicit the Treg cell response, potentially through provision of immune-deviating cytokines and antigens, respectively.


Subject(s)
Immune Tolerance , Isoantigens , Semen/immunology , T-Lymphocytes, Regulatory/immunology , Animals , Cell Line, Tumor , Copulation , Female , H-2 Antigens , Hypersensitivity, Delayed , Male , Mice , Mice, Inbred BALB C , Mice, Inbred C57BL , Mice, Inbred CBA , Pregnancy
6.
J Med Chem ; 47(22): 5405-17, 2004 Oct 21.
Article in English | MEDLINE | ID: mdl-15481978

ABSTRACT

The Src Homology 3 (SH3) domains are small protein-protein interaction domains that bind proline-rich sequences and mediate a wide range of cell-signaling and other important biological processes. Since deregulated signaling pathways form the basis of many human diseases, the SH3 domains have been attractive targets for novel therapeutics. High-affinity ligands for SH3 domains have been designed; however, these have all been peptide-based and no examples of entirely nonpeptide SH3 ligands have previously been reported. Using the mouse Tec Kinase SH3 domain as a model system for structure-based ligand design, we have identified several simple heterocyclic compounds that selectively bind to the Tec SH3 domain. Using a combination of nuclear magnetic resonance chemical shift perturbation, structure-activity relationships, and site-directed mutagenesis, the binding of these compounds at the proline-rich peptide-binding site has been characterized. The most potent of these, 2-aminoquinoline, bound with Kd = 125 microM and was able to compete for binding with a proline-rich peptide. Synthesis of 6-substituted-2-aminoquinolines resulted in ligands with up to 6-fold improved affinity over 2-aminoquinoline and enhanced specificity for the Tec SH3 domain. Therefore, 2-aminoquinolines may potentially be useful for the development of high affinity small molecule ligands for SH3 domains.


Subject(s)
Aminoquinolines/chemistry , src Homology Domains , Amino Acid Sequence , Aminoquinolines/chemical synthesis , Animals , Binding Sites , Binding, Competitive , Fluorescence Polarization , Ligands , Magnetic Resonance Spectroscopy , Mice , Models, Molecular , Molecular Sequence Data , Mutagenesis, Site-Directed , Proline/chemistry , Protein-Tyrosine Kinases/chemistry , Protein-Tyrosine Kinases/genetics , Quinazolines/chemical synthesis , Quinazolines/chemistry , Sequence Alignment , Structure-Activity Relationship
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