Clustering with neural networks

Partitioning a set ofN patterns in ad-dimensional metric space intoK clusters — in a way that those in a given cluster are more similar to each other than the rest — is a problem of interest in many fields, such as, image analysis, taxonomy, astrophysics, etc. As there are approximatelyK ^N/K! possible ways of partitioning the patterns amongK clusters, finding the best solution is beyond exhaustive search whenN is large. We show that this problem, in spite of its exponential complexity, can be formulated as an optimization problem for which very good, but not necessarily optimal, solutions can be found by using a Hopfield model of neural networks. To obtain a very good solution, the network must start from many randomly selected initial states. The network is simulated on the MPP, a 128 × 128 SIMD array machine, where we use the massive parallelism not only in solving the differential equations that govern the evolution of the network, but also in starting the network from many initial states at once thus obtaining many solutions in one run. We achieve speedups of two to three orders of magnitude over serial implementations and the promise through Analog VLSI implementations of further speedups of three to six orders of magnitude.Supported by a National Research Council-NASA Research Associatship     

Immunological Characterization and Transmembrane Topology of 5-Hydroxytryptamine3 Receptors by Functional Epitope Tagging

Abstract: 5-Hydroxytryptamine₃ (5-HT₃) receptors are the only known monoamine receptors mediating fast excitatory responses in mammalian neurons. Their primary structure as well as their electrophysiological and pharmacological properties show a phylogenetic relation to nicotinic acetylcholine, GABA_A, and glycine receptors. As a prototypical member of this gene superfamily, we investigated the membrane topology of functional homomeric 5-HT₃ receptors by using epitope tagging of the channel subunits expressed in heterologous systems. Visualization of 5-HT₃ receptors in transfected COS-7 cells, either in western blot (molecular mass 61.2 ± 0.8 kDa) or in situ, was performed with previously characterized antibodies recognizing artificial epitopes as well as with anti-fusion protein antibodies directed against a wild-type receptor intracellular domain. The extracellular location of the distal C-terminal tagged domain demonstrates the presence of a fourth transmembrane domain in 5-HT₃ serotonin-gated channels. In this region, the significant homology between members of this class of neurotransmitter-gated channels suggests strongly that they have a common transmembrane organization basically different from glutamate-gated and ATP-gated channels.     

Glucose-6-phosphate dehydrogenase from Leuconostoc mesenteroides. Isolation and sequence of a peptide containing an essential lysine

Interaction of glucose-6-phosphate dehydrogenase from Leuconostoc mesenteroides with pyridoxal 5'-phosphate and sodium borohydride leads to inactivation and modification of two lysine residues per enzyme dimer that are thought to bind glucose 6-phosphate [Milhausen, M., & Levy, H.R. (1975) Eur. J. Biochem. 50, 453-461]. The amino acid sequence surrounding this lysine residue is reported. Following tryptic hydrolysis of the modified enzyme, two peptides, each containing one pyridoxyllysine residue, were purified to homogeneity and subjected to automated Edman degradation. The sequences revealed that one of these, a heptapeptide, was derived from the other, containing 11 amino acids. Supporting evidence for the role of the modified lysine is provided in the following paper [Haghighi, B., & Levy, H.R. (1982) Biochemistry (second paper of three in this issue)]. End-group analysis of the native enzyme revealed that valine is the N-terminal and glycine the C-terminal amino acid and provides support for the identity of the enzyme's two subunits.     

Using Immunoinformatics and Structural Approaches to Design a Novel HHV8 Vaccine

International Journal of Peptide Research and Therapeutics - Kaposi’s sarcoma (KS)-associated herpesvirus (KSHV) or human herpesvirus 8 (HHV8) has caused infection in different parts of the...     

Homology Modeling and Molecular Docking Studies of Glutamate Dehydrogenase (GDH) from Cyanobacterium Synechocystis sp. PCC 6803

Glutamate dehydrogenase (GDH), which is present in most bacteria and eukaryotes’ mitochondria, plays an important role in amino acid metabolism. In g     

Expression of recombinant human IFN-γ protein in soybean (Glycine max L.)

Plant Cell, Tissue and Organ Culture (PCTOC) - Globular androgenic haploid embryos of TV21 and TV19 cultivars of Camellia ssp., obtained on embryo induction medium (EIM), Murashige and Skoog medium...     

MicroRNA-424-5p enhances chemosensitivity of breast cancer cells to Taxol and regulates cell cycle,apoptosis, and proliferation

Molecular Biology Reports - Combination therapy has been considered as a potential method to overcome the BC chemoresistance. MicroRNAs (miRs) have been suggested as a therapeutic factor in the...     

Flooding or drought which one is more offensive on pepper physiology and growth?

Molecular Biology Reports - Both extreme usage of water in agriculture i.e., drought and flooding affect physiological and growth aspects of the plant as well as gene expression undertaken in water...