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951.
MOTIVATION: This work aims to develop computational methods to annotate protein structures in an automated fashion. We employ a support vector machine (SVM) classifier to map from a given class of structures to their corresponding structural (SCOP) or functional (Gene Ontology) annotation. In particular, we build upon recent work describing various kernels for protein structures, where a kernel is a similarity function that the classifier uses to compare pairs of structures. RESULTS: We describe a kernel that is derived in a straightforward fashion from an existing structural alignment program, MAMMOTH. We find in our benchmark experiments that this kernel significantly out-performs a variety of other kernels, including several previously described kernels. Furthermore, in both benchmarks, classifying structures using MAMMOTH alone does not work as well as using an SVM with the MAMMOTH kernel. AVAILABILITY: http://noble.gs.washington.edu/proj/3dkernel 相似文献
952.
Robust smooth segmentation approach for array CGH data analysis 总被引:2,自引:0,他引:2
Huang J Gusnanto A O'Sullivan K Staaf J Borg A Pawitan Y 《Bioinformatics (Oxford, England)》2007,23(18):2463-2469
MOTIVATION: Array comparative genomic hybridization (aCGH) provides a genome-wide technique to screen for copy number alteration. The existing segmentation approaches for analyzing aCGH data are based on modeling data as a series of discrete segments with unknown boundaries and unknown heights. Although the biological process of copy number alteration is discrete, in reality a variety of biological and experimental factors can cause the signal to deviate from a stepwise function. To take this into account, we propose a smooth segmentation (smoothseg) approach. METHODS: To achieve a robust segmentation, we use a doubly heavy-tailed random-effect model. The first heavy-tailed structure on the errors deals with outliers in the observations, and the second deals with possible jumps in the underlying pattern associated with different segments. We develop a fast and reliable computational procedure based on the iterative weighted least-squares algorithm with band-limited matrix inversion. RESULTS: Using simulated and real data sets, we demonstrate how smoothseg can aid in identification of regions with genomic alteration and in classification of samples. For the real data sets, smoothseg leads to smaller false discovery rate and classification error rate than the circular binary segmentation (CBS) algorithm. In a realistic simulation setting, smoothseg is better than wavelet smoothing and CBS in identification of regions with genomic alterations and better than CBS in classification of samples. For comparative analyses, we demonstrate that segmenting the t-statistics performs better than segmenting the data. AVAILABILITY: The R package smoothseg to perform smooth segmentation is available from http://www.meb.ki.se/~yudpaw. 相似文献
953.
Green mold of citrus, caused by Penicillium digitatum, is the most serious postharvest disease of citrus. Sterol 14alpha-demethylase (CYP51) is one of the key enzymes of sterol biosynthesis in biological kingdoms and is a prime target of antifungal drugs. To exploit novel 14alpha-demethylase inhibitor (DMI) fungicides, DNA and total RNA were isolated from P. digitatum. The CYP51 of P. digitatum was cloned and expressed in Escherichia coli, yielding recombinant protein with a molecular weight of c. 59 kDa. The P. digitatum CYP51 protein (PdCYP51) was purified and polyclonal antibodies were prepared. Compared with the sequence of P. digitatum PD5 in GenBank, there were four mutated nucleotides which resulted in four mutated amino acids. The three-dimensional (3D) model of P. digitatum CYP51 was established based on structure template of 1e9x.pdb and diniconazole was docked into the active site by FlexX. According to spectral data, it is suggested that the purified soluble protein had high affinity with diniconazole, a potent inhibitor of CYP51 reaction in fungi. At the same time, these spectral data suggested that the 3D model and the docking model were reasonable, which we hope can be used to provide a virtual screening of novel DMI drugs. 相似文献
954.
955.
956.
Zhang W Ding T Zhang J Su J Yu J Li J Li F Wang C Liu N Liu X Ma W Yao L 《Journal of cellular biochemistry》2007,102(1):41-51
Discoidin domain receptor 2 (DDR2) is a kind of protein tyrosine kinases associated with cell proliferation and tumor metastasis, and collagen, a ligand for DDR2, up-regulates matrix metalloproteinase 1 (MMP-1) and MMP-2 expression in extracellular matrix (ECM). To investigate the role of DDR2 in cartilage destruction in rheumatoid arthritis (RA), we expressed the extracellular domain (ECD) of DDR2 (without signal peptide and transmembrane domain, designated DR) in insect cells, purified and characterized DR, hoping to use it as a specific antagonist of DDR2. By using Bac-To-Bac Expression System with a His tag, we successfully obtained the recombinant bacularvirus containing DDR2 ECD, purified it and characterized its function. The soluble fraction of DR was about 12% of the total fused protein. After chromatographic purification, DR with 92% purity was obtained. Competitive inhibition assay demonstrated that DR blocked the binding between DDR2 and natural DDR2 receptors on NIH3T3 and synovial cells. Results of RT-PCR, Western blotting, and gelatinase zymography showed that DR was capable of inhibiting MMP-1 and MMP-2 secretion from NIH3T3 and RA synoviocytes stimulated by collagen II. For MMP-1, inhibition was displayed at the levels of mRNA and protein, whereas for MMP-2 it was at the level of protein. These findings suggested that the expressed DR inhibited the activity of natural DDR2 and relevant MMP-1 and MMP-2 expression in RA synoviocytes and NIH3T3 cells provoked by collagen II. 相似文献
957.
The PH domain containing protein CKIP-1 binds to IFP35 and Nmi and is involved in cytokine signaling
The pleckstrin homology domain-containing protein CKIP-1 is implicated in regulation of cell differentiation, apoptosis, cytoskeleton as well as recruitment of CK2 and ATM kinases to plasma membrane. Protein-protein interactions of CKIP-1 were required for these functions. Here we identify the IFN-induced protein IFP35 and its homologue Nmi as two novel CKIP-1 interacting partners. The NID domains of IFP35 and Nmi are required for the interactions. Similar to IFP35 and Nmi, CKIP-1 can be up-regulated dramatically by IFN-gamma and IL-2 and form homodimer and homotrimer in vivo. Nmi stabilizes IFP35, whereas CKIP-1 destabilizes IFP35 via inhibiting IFP35-Nmi interaction. The ratio of Nmi to CKIP-1 determines the stability of IFP35 and control cytokine signaling in a novel mechanism. Importantly, similar to Nmi and contrast to IFP35, CKIP-1 inhibits tumor cell growth and Akt-mediated cell survival. Thus, our results provide a novel role of CKIP-1 in cytokine signaling response and the biochemical mechanism, by which two previously identified modulators IFP35 and Nmi are involved via interactions. 相似文献
958.
Mitogen activated protein kinase (MAPK) cascades are thought to mediate diverse biological functions such as cell growth, differentiation and migration. Activated MAPK may affect microtubule (MT) which is essential for cellular polarity, differentiation and motility. Data in this study show that JWA, a newly identified novel microtubule-associated protein (MAP) was essential for the rearrangement of F-actin cytoskeleton and activation of MAPK cascades induced by arsenic trioxide (As2O3) and phorbol ester (PMA). Over-expression of JWA alone in HeLa, B16 and HCCLM3 cancer cells effectively inhibited cellular migration; whereas, cellular migration was significantly accelerated when cells were deficient in JWA expression. The mechanism underlying these phenomena might be due to JWA affected F-actin rearrangement. Furthermore, JWA deficiency blocked anti-migratory effect produced by As2O3 but enhanced the migratory effect initiated by PMA in HeLa cells. JWA SDR-SLR motifs are not only critical for the MAPK cascades activation, but also for cell migration. Further studies found that JWA differentially regulated cell migration via ERK downstream effectors focal adhesion kinase (FAK) and cyclooxygenase-2 (COX-2). Therefore, JWA regulated-tumor cellular migration might involve MAPK cascades activation and F-actin cytoskeleton rearrangement mechanisms. Our data provide an unexpected role for JWA in tumor cell migration behaviors. 相似文献
959.
This study investigated the pharmacokinetic properties of crocin following oral administration in rats. After a single oral dose, crocin was undetected while crocetin, a metabolite of crocin, was found in plasma at low concentrations. Simultaneously, crocin was largely present in feces and intestinal contents within 24h. After repeated oral doses for 6 days, crocin remained undetected in plasma and plasma crocetin concentrations were comparable to the corresponding data obtained after the single oral dose. Furthermore, the absorption characteristics of crocin were evaluated in situ using an intestinal recirculation perfusion method. During recirculation, crocin was undetected and low concentrations of crocetin were detected in plasma. The concentrations of crocin in the perfusate were reduced through different intestinal segments, and the quantities of drug lost were greater throughout the colon. These results indicate that (1) orally administered crocin is not absorbed either after a single dose or repeated doses, (2) crocin is excreted largely through the intestinal tract following oral administration, (3) plasma crocetin concentrations do not tend to accumulate with repeated oral doses of crocin, and (4) the intestinal tract serves as an important site for crocin hydrolysis. 相似文献
960.
Gorodkin J Cirera S Hedegaard J Gilchrist MJ Panitz F Jørgensen C Scheibye-Knudsen K Arvin T Lumholdt S Sawera M Green T Nielsen BJ Havgaard JH Rosenkilde C Wang J Li H Li R Liu B Hu S Dong W Li W Yu J Wang J Staefeldt HH Wernersson R Madsen LB Thomsen B Hornshøj H Bujie Z Wang X Wang X Bolund L Brunak S Yang H Bendixen C Fredholm M 《Genome biology》2007,8(4):R45-16