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It is a challenging task to predict with high reliability whether plant genomic sequences contain a polyadenylation (polyA) site or not. In this paper, we solve the task by means of a systematic machine-learning procedure applied on a dataset of 1000 Arabidopsis thaliana sequences flanking polyA sites. Our procedure consists of three steps. In the first step, we extract informative features from the sequences using the highly informative k-mer windows approach. Experiments with five classifiers show that the best performance is approximately 83%. In the second step, we improve performance to 95% by reducing the number of features using linear discriminant analysis, followed by applying the linear discriminant classifier. In the third step, we apply the transductive confidence machines approach and the receiver operating characteristic isometrics approach. The resulting two classifiers enable presetting any desired performance by dealing carefully with sequences for which it is unclear whether they contain polyA sites or not. For example, in our case study, we obtain 99% performance by leaving 26% of the sequences unclassified, and 100% performance by leaving 40% of the sequences unclassified. This is clearly useful for experimental verification of putative polyA sites in the laboratory. The novel methods in our machine-learning procedure should find applications in several areas of bioinformatics.  相似文献   
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Summary Marfan syndrome represents a heterogeneous connective tissue disease, the symptoms arising in several tissues and organs. The defective gene(s) behind this autosomal dominant condition has not been found despite considerable research. The main targets of the research have been the genes coding for connective tissue components. Several of the candidate genes suspected to be defective in Marfan syndrome are located on the long arm of chromosome 2. These genes include a cluster of two genes coding for fibrillar collagens COL3A1 and COL5A2, and a third member of the collagen gene family: COL6A3. Furthermore, genes for elastin (ELN) and fibronectin (FN) are also located in this area of chromosome 2. We studied this chromosomal area using restriction fragment length polymorphism (RFLP) linkage analysis in five Finnish Marfan families with affected members in three generations. In two point linkage analyses, Lod scores of –3.192 ( = 0.1) to COL3A1, –1.683 ( = 0) to COL6A3 and –2.664 ( = 0.01) to FN were obtained, whereas the linkage analysis between elastin and the disease was non-informative (Lod score 0.444, = 0). With the multipoint linkage analysis that permits simultaneous examination of several loci and more efficient use of family data, we obtained an exclusion of all these loci as the site of the mutation leading to Marfan syndrome in these families.  相似文献   
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In an attempt to define the parameters in amphiphilic molecules important for their interaction with the erythrocyte membrane, the effects of cationic, anionic, zwitterionic and nonionic amphiphilic agents (C10-C16) on osmotic fragility and transport of potassium and phosphate in human erythrocytes were studied. All the amphiphiles protected the erythrocytes against hypotonic haemolysis. Half-maximum protection occurred at a concentration which was about 15% of that inducing 50% haemolysis. The concentrations of amphiphiles required to induce protection or haemolysis were related to the length of the alkyl chain in a way indicating that a membrane/aqueous phase partition is the mechanism whereby the amphiphile monomers intercalate into the membrane. At antihaemolytic concentrations all the amphiphiles increased potassium efflux and passive potassium influx. The increase in the fluxes was about the same in both directions through the membrane and there were no clear differences in the effects of the different amphiphilic derivatives at equi-protecting concentrations. Active potassium influx was decreased by cationic, zwitterionic and non-ionic amphiphiles. The ability of the amphiphiles to inhibit the influx was not related to the length of the alkyl chain. Anionic amphiphiles had no or only a weak stimulatory effect on the influx. Phosphate efflux was reduced by all the amphiphiles. The inhibitory potency of the different amphiphiles decreased in the following order; anionic greater than zwitterionic, non-ionic greater than cationic. Short-chained amphiphiles were more potent inhibitors than long-chained. The possible participation of non-bilayer phases (mixed inverted micelles) in the intercalation of amphiphiles into the membrane is discussed.  相似文献   
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Abstract The copy number of a pUB110 derivative, pKTH10, containing the α-amylase gene from Bacillus amyloliquefaciens , was determined, using an assay based on a sandwich hybridization technique. In this method, a known gene on the plasmid is hybridized between two non-overlapping fragments of that same gene, cloned into separate vectors. One fragment is used as a radiolabelled probe and the other bound to a filter, forming a three-component, 'sandwich' hybrid when the relevant gene is present in the sample. Since the hybridization can only take place in the presence of the relevant gene, the amount of radioactivity binding to the filters will be proportional to the concentration of this gene in the sample. We utilized the α-amylase gene on the plasmid to form the sandwich hybrid. The copy number was of a totally different magnitude from what has previously been reported, and ranged from 2500 copies/viable cell in early logrithimic growth phase to about 500 in late stationary phase.  相似文献   
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We have examined actin cDNA of the flatworm Diphyllobothrium dendriticum (Cestoda). Actin is a contractile protein that has been implicated in a variety of developmental and cellular processes. It is highly conserved and present in all eukaryotic cells. It is of particular interest to analyze evolutionary preserved genes in flatworms, because ancestral flatworms are regarded to play a central role in the evolution of the metazoans (Barnes et al., 1998). Screening a cDNA library of D. dendriticum (UniZap XR, Stratagene) with a human -actin probe resulted in several positive clones. One of the cDNA inserts, Didactl, consisting of 1392 bp was completely sequenced. The established nucleotide sequence revealed a 5 untranslated region of 33 bp, the entire open reading frame of 1128 bp and a 3 untranslated region of 231 bp which ends in a stretch of 21 A residues. The potential polyadenylation signal (AATAAA) is located 14 bp upstream of the poly (A) tail. The deduced amino acid sequence of Didactl is 376 amino acids long. It is a typical invertebrate actin (Fyrberg et al., 1981) resembling more the cytoplasmic than the muscular isoforms of vertebrate actins. Didactl is for example 96% homologous to human cytoplasmic -actin but only 92.6% identical with human smooth muscle -actin. The actin proteins are generally encoded by a multigene family which differs in size from species to species. Most organisms have four to eight genes coding for actin in their genome, but the number of actin genes can also be over 20 (Hamelin et al., 1988). Sequence comparisons of Didactl and the partly sequenced cDNA clones indicate that D. dendriticum has at least four different genes coding for actin in its genome.  相似文献   
7.
A total of 687 DNA sequence accessions from the Mendel database (release 1.04, 3 November 1994) assigned standardized designations for plant genes and gene products were used in aBLAST similarity search of 7557 rice partial cDNA sequences and 287 other rice sequences from the Japanese Rice Genome Research Program. We describe procedures for data manipulation, import and export from and to Macintosh and Unix, and the use of 4th Dimension relational database management system (RDBMS) in data processing. Altogether 275 sequences showed strong similarity hits. Using the CPGN nomenclature, we assign putative designations for genes and gene products. Assignments include representatives of 26 gene products, including 58 cDNA sequences similar to α-tubulins (TubA), 23 similar to β-tubulins (TubB) and 51 similar to cytosolic subunit C of glyceraldehyde-3-phosphate dehydrogenase (NAD) (GapC). The results of the similarity searches are listed and are also available electronically. The assignments have been submitted to the CPGN working groups for verification and for later inclusion in the GenBank/EMBL/DDBJ sequence databases, which will include the standardized designations in the accession data fields. Member of the ISPMB Commission on Plant Gene Nomenclature, representing the Rice Genome Research Program of Japan. Reprint requests to T. Sasaki.  相似文献   
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Abstract A procedure is described in which the protein crystals produced by Bacillus thuringiensis var. israelensis were solubilized in 50 mM NaOH with 10 mM EDTA at pH 11.7. This solubilization procedure gave protein gel profiles identical with those for intact crystals while maintaining full biological activity in the form of erythrocyte lysis capability. Crystals with and without protease activity were equally toxic to Aedes aegypti larvae.  相似文献   
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