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Genetic information, such as single nucleotide polymorphism (SNP) data, has been widely recognized as useful in prediction of disease risk. However, how to model the genetic data that is often categorical in disease class prediction is complex and challenging. In this paper, we propose a novel class of nonlinear threshold index logistic models to deal with the complex, nonlinear effects of categorical/discrete SNP covariates for Schizophrenia class prediction. A maximum likelihood methodology is suggested to estimate the unknown parameters in the models. Simulation studies demonstrate that the proposed methodology works viably well for moderate-size samples. The suggested approach is therefore applied to the analysis of the Schizophrenia classification by using a real set of SNP data from Western Australian Family Study of Schizophrenia (WAFSS). Our empirical findings provide evidence that the proposed nonlinear models well outperform the widely used linear and tree based logistic regression models in class prediction of schizophrenia risk with SNP data in terms of both Types I/II error rates and ROC curves. 相似文献
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Carlos R. Reis Aart H. G. van Assen Wim J. Quax Robbert H. Cool 《Molecular & cellular proteomics : MCP》2011,10(1):M110.002808
Characterization of the binding of a tumor necrosis factor (TNF) ligand to its receptor(s) is pivotal to understand how these proteins initiate signal transduction pathways. Unfortunately, kinetic elucidation of these interactions is strongly hampered by the multivalent nature of the binding partners. The interaction between TNF-related apoptosis-inducing ligand and its death receptors was analyzed using in-depth applications of surface plasmon resonance technology. Variations in receptor density and sensor chip type allowed us to manipulate the stoichiometry of the formed complex, and the rate constants describing the binding of trimeric TNF-related apoptosis-inducing ligand to only one receptor molecule were determined. Remarkably, the affinity of this trimer-monomer complex is in the picomolar range, and its dissociation very slow. Further analysis showed that the second and third receptor molecules bind with lower affinity to the preformed trimer-monomer complex. This together with results obtained with receptor activator of NF-κB ligand and B cell-activating factor strongly suggests that the binding of TNF family ligands to their receptors is initiated via the formation of a trimer-monomer complex that is sufficiently stable to allow binding of two additional receptor molecules. These results suggest that avidity does not play a significant role and thus provide new insight in how TNF ligands form the biologically important complexes with their receptors.Cytokines are signaling molecules involved in a range of biological processes and diseases. Cytokines and receptors belonging to the TNF superfamily have been a subject of interest for developing novel therapies for numerous diseases (1). These cytokines e.g. TNFα, TRAIL,1 RANKL, and BAFF are type II transmembrane proteins, and the extracellular C-terminal moiety can be released by specific proteases to form a soluble and active protein consisting of three subunits of each ∼20 kDa (2). As one of the most promising anticancer therapeutic candidates, recombinant human TRAIL (rhTRAIL; comprising amino acids 114–281) is able to kill a variety of cancer cells but not healthy cells. Currently, rhTRAIL is being tested in clinical phase II studies as an anticancer biopharmaceutical (3).Despite good progress on structural insight, analysis of the interactions between TNF ligand family members and their receptors lacks unambiguous results. This seems mainly caused by the multivalent character of these molecules, i.e. trimeric cytokines but also often dimeric receptor-Fc fusions, which lead to complex kinetic behavior. In a series of experiments, we obtained several indications that surface plasmon resonance (SPR) assays with rhTRAIL WT and receptor-specific variants (4–6) offer opportunities to establish a better characterization of their interactions with receptor molecules. For this, we meticulously applied SPR technology to elucidate the dynamics of complex formation of this important group of cytokines. We used rhTRAIL WT; a DR5-specific mutant, rhTRAILD269H/E195R; and death receptors DR4 and DR5 to develop the method, but we show with examples of other members of the TNF family that the method is generally applicable. Apart from presenting a method allowing unambiguous affinity determination, our results demonstrate that the binding mechanism of these cytokines is initiated via a high affinity interaction with the first receptor molecule, bringing the cytokine to the membrane. 相似文献
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Steady state fluorescence experiments were performed on a 25-mer synthetic peptide incorporated in the phospholipid vesicle to study the role of oligomerization of the fusion peptide in membrane fusion. It was found from fluorescence resonance energy transfer (FRET) that the extent of lipid mixing and the initial mixing rate varied with the fusion peptide concentration in a higher than linear fashion, indicating that the peptide promoted membrane mixing as oligomers. Results of self-quenching of the Rhodamine (Rho) in Rho-labelled peptide incorporated in the phospholipid bilayer indicated that the peptide molecules assembled in the bilayer with an order higher than dimer. The data also revealed that the peptides were not tightly packed in the membrane. Binding affinity measurement monitored by the NBD fluorescence intensity on the fluorophore-labelled fusion peptide supports the notion of self-association of the peptide in the vesicular dispersion. In the sodium dodecyl sulphate-polyacrylamide gel electrophoresis (SDS-PAGE) experiments, a diffuse band with apparent molecular mass close to a dimeric species of the wild type fusion peptide suggested that the fusion peptides formed loose oligomers under the influence of SDS detergent in the electric field. The result is in contrast to a less fusion-active variant which appears to exhibit less propensity for self-association. 相似文献
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M W Maciejewski R Shin B Pan A Marintchev A Denninger M A Mullen K Chen M R Gryk G P Mullen 《Nature structural biology》2001,8(11):936-941
DNA polymerase X (Pol X) from the African swine fever virus (ASFV) specifically binds intermediates in the single-nucleotide base-excision repair process, an activity indicative of repair function. In addition, Pol X catalyzes DNA polymerization with low nucleotide-insertion fidelity. The structural mechanisms by which DNA polymerases confer high or low fidelity in DNA polymerization remain to be elucidated. The three-dimensional structure of Pol X has been determined. Unlike other DNA polymerases, Pol X is formed from only a palm and a C-terminal subdomain. Pol X has a novel palm subdomain fold, containing a positively charged helix at the DNA binding surface. Purine deoxynucleoside triphosphate (dNTP) substrates bind between the palm and C-terminal subdomain, at a dNTP-binding helix, and induce a unique conformation in Pol X. The purine dNTP-bound conformation and high binding affinity for dGTP-Mg(2+) of Pol X may contribute to its low fidelity. 相似文献
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Gelev V Aktas H Marintchev A Ito T Frueh D Hemond M Rovnyak D Debus M Hyberts S Usheva A Halperin J Wagner G 《Journal of molecular biology》2006,364(3):352-363
The dsRNA-dependent protein kinase (PKR) is a key mediator of the anti-viral and anti-proliferative effects of interferon. Unphosphorylated PKR is characterized by inhibitory interactions between the kinase and RNA binding domains (RBDs), but the structural details of the latent state and its unraveling during activation are not well understood. To study PKR regulation by NMR we assigned a large portion of the backbone resonances of the catalytically inactive K296R kinase domain, and performed (15)N-heteronuclear single quantum coherence (HSQC) titrations of this kinase domain with the RBDs. Chemical shift perturbations in the kinase indicate that RBD2 binds to the substrate eIF2alpha docking site in the kinase C-lobe. Consistent with these results, a mutation in the eIF2alpha docking site, F495A, displays weaker interactions with the RBD. The full-length RBD1+2 binds more strongly to the kinase domain than RBD2 alone. The observed chemical shift changes extend from the eIF2alpha binding site into the kinase N-lobe and inside the active site, consistent with weak interactions between the N-terminal part of the RBD and the kinase. 相似文献
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Translation initiation: structures, mechanisms and evolution 总被引:1,自引:0,他引:1
Translation, the process of mRNA-encoded protein synthesis, requires a complex apparatus, composed of the ribosome, tRNAs and additional protein factors, including aminoacyl tRNA synthetases. The ribosome provides the platform for proper assembly of mRNA, tRNAs and protein factors and carries the peptidyl-transferase activity. It consists of small and large subunits. The ribosomes are ribonucleoprotein particles with a ribosomal RNA core, to which multiple ribosomal proteins are bound. The sequence and structure of ribosomal RNAs, tRNAs, some of the ribosomal proteins and some of the additional protein factors are conserved in all kingdoms, underlying the common origin of the translation apparatus. Translation can be subdivided into several steps: initiation, elongation, termination and recycling. Of these, initiation is the most complex and the most divergent among the different kingdoms of life. A great amount of new structural, biochemical and genetic information on translation initiation has been accumulated in recent years, which led to the realization that initiation also shows a great degree of conservation throughout evolution. In this review, we summarize the available structural and functional data on translation initiation in the context of evolution, drawing parallels between eubacteria, archaea, and eukaryotes. We will start with an overview of the ribosome structure and of translation in general, placing emphasis on factors and processes with relevance to initiation. The major steps in initiation and the factors involved will be described, followed by discussion of the structure and function of the individual initiation factors throughout evolution. We will conclude with a summary of the available information on the kinetic and thermodynamic aspects of translation initiation. 相似文献
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Genomewide scan and fine-mapping linkage studies in four European samples with bipolar affective disorder suggest a new susceptibility locus on chromosome 1p35-p36 and provides further evidence of loci on chromosome 4q31 and 6q24 总被引:1,自引:1,他引:1 下载免费PDF全文
Schumacher J Kaneva R Jamra RA Diaz GO Ohlraun S Milanova V Lee YA Rivas F Mayoral F Fuerst R Flaquer A Windemuth C Gay E Sanz S González MJ Gil S Cabaleiro F del Rio F Perez F Haro J Kostov C Chorbov V Nikolova-Hill A Stoyanova V Onchev G Kremensky I Strauch K Schulze TG Nürnberg P Gaebel W Klimke A Auburger G Wienker TF Kalaydjieva L Propping P Cichon S Jablensky A Rietschel M Nöthen MM 《American journal of human genetics》2005,77(6):1102-1111
We present the findings of a large linkage study of bipolar affective disorder (BPAD) that involved genomewide analysis of 52 families (448 genotyped individuals) of Spanish, Romany, and Bulgarian descent and further fine mapping of the 1p34-p36, 4q28-q31, and 6q15-q24 regions. An additional sample of 56 German families (280 individuals) was included for this fine-mapping step. The highest nonparametric linkage scores obtained in the fine mapping were 5.49 for 4q31 and 4.87 for 6q24 in the Romany families and 3.97 for 1p35-p36 in the Spanish sample. MOD-score (LOD scores maximized over genetic model parameters) analysis provided significant evidence of linkage to 4q31 and at least borderline significance for the 1p and 6q regions. On the basis of these results and previous positive research findings, 4q31 and 6q24 should now be considered confirmed BPAD susceptibility loci, and 1p35-p36 is proposed as a new putative locus that requires confirmation in replication studies. 相似文献
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