The target switch algorithm: a constructive learning procedure for feed-forward neural networks

We propose an efficient procedure for constructing and training a feed-forward neural network. The network can perform binary classification for binary or analogue input data. We show that the procedure can also be used to construct feedforward neural networks with binary-valued weights. Neural networks with binary-valued weights are potentially straightforward to implement using microelectronic or optical devices and they can also exhibit good generalization.     

A kala-azar control programme for remote tribal communities

Indigenous people have been trained to provide a culturally appropriate kala-azar control programme for the tribal population of Sahibganj, Bihar, India. Cultural resistance to modern medicine has been overcome and the influence of village witch-doctors has been countered.     

High-level expression of biologically active, soluble forms of ICAM-1 in a novel mammalian-cell expression system

LFA-1/ICAM-1 interaction is important in facilitating a number of cellular events including antigen-specific T-cell activation and leukocyte transendothelial migration. We are interested in defining residues and contact sites that mediate ICAM-1 interaction with the integrin receptor, LFA-1. To provide sufficient material to facilitate study of the interaction of this ligand-receptor pair, we have developed a new high-level mammalian-cell expression system based on the use of the herpes simplex virus (HSV) VP16 transactivator and the HSV IE175 promoter to direct expression of foreign genes in BHK cells. In this system, the gene of interest is expressed as a fusion protein with a carboxyl terminal decapeptide tail to aid in identification, quantitation, and affinity purification of recombinant protein. This system allowed rapid generation of cell lines producing high levels of levels of soluble proteins corresponding to the full-length extracellular (sICAM453) and the amino terminal two immunoglobulin domains (sICAM185) of ICAM-1. Both sICAM453 and sICAM185 were biologically active and were purified in a single step from conditioned media by antibody affinity chromatography.     

Isolation of an inhibitor of tumor necrosis factor-alpha-mediated cytotoxicity liberated from chemotaxin-stimulated equine white blood cell populations

Objectives of this investigation were to extract and isolate protein fractions inhibitory to the cytotoxic properties of tumor necrosis factor-alpha (TNF-alpha). In this context, mixed populations of WBC were harvested from equine blood and were stimulated with a combination of a synthetic chemotactic peptide and a calcium ionophore. Several methods were subsequently applied for the initial preparation of cell-free crude protein extracts, including fractional precipitation with gradient concentrations of ammonium sulfate and preparative-scale isoelectric focusing. In addition, protein fractions were harvested from extracts of concentrated equine urine. Protein extracts of urinary origin were further separated by gel-filtration column chromatography. Identification of protein fractions possessing properties inhibitory to the cytotoxic characteristics of TNF-alpha was facilitated by a tissue culture-based technique for the biological assay of TNF-alpha-mediated cytotoxicity. Purified protein extracts possessed a marked ability to inhibit or neutralize the cytotoxic properties of TNF-alpha, on the basis of survival of murine fibrosarcoma cell populations, compared with appropriate negative and positive reference controls. Relative purity of inhibitors and estimation of approximate molecular weight were established by conventional reducing and nonreducing sodium dodecyl sulfate-polyacrylamide gel electrophoresis analysis. Equine inhibitory protein fractions from mixed WBC populations, purified in the manner described, had molecular weights of 70,000 to 80,000 and 28,000. An analogous protein fraction of 28 kDa also was isolated from equine concentrated urine. Estimated isoelectric point of TNF-alpha inhibitor protein fractions was between pH of 5.5 and 6.1. These physical characteristics of equine TNF-alpha inhibitor protein fractions were similar to those described for a membrane-associated TNF-alpha receptor protein shed from chemotaxin- and calcium-ionophor-stimulated human WBC populations.