Real-Time Gene-Expression Extraction with Fast Classification (FC) Networks

Fast Classification (FC) networks were inspired by a biologically plausible mechanism for short term memory where learning occurs instantaneously. Both weights and the topology for an FC network are mapped directly from the training samples by using a prescriptive training scheme. Only two presentations of the training data are required to train an FC network. Compared with iterative learning algorithms such as Back-propagation (which may require many hundreds of presentations of the training data), the training of FC networks is extremely fast and learning convergence is always guaranteed. Thus FC networks may be suitable for applications where real-time classification is needed. In this paper, the FC networks are applied for the real-time extraction of gene expressions for Chlamydia microarray data. Both the classification performance and learning time of the FC networks are compared with the Multi-Layer Proceptron (MLP) networks and support-vector-machines (SVM) in the same classification task. The FC networks are shown to have extremely fast learning time and comparable classification accuracy.

The effect of genotype on receptor expression in human alcoholic brain

Severe long-term alcohol misuse leads to localized brain damage that is prominent in superior frontal cortex but less so in other cortical areas e.g. primary motor. Alcohol dependence is also associated with several genetic markers. GABAA receptor expression differs selectively between alcoholics and controls in a manner that conforms to the pathology, whereas glutamate receptors are much less regionally variable in these subjects. We determined whether genotype differentiated the pharmacology of glutamate-NMDA receptors and the expression GABAA receptor subunits transcripts in a locally appropriate way so as to influence the severity of alcohol-induced brain damage.

The dark side of romantic relationships: The role of person and situational variable in the experience and expression of jealousy

The aim of this study was to further our understanding of the factors that influence the experience of jealousy in romantic relationships. More specifically, the person variables of neuroticism, gender, and attachment style were examined, together with situational determinants such as past infidelity. The research also assessed the interaction between person and situadonal determinants of jealousy, and the relative importance of the various predictors. Questionnaires were completed by 102 undergraduate psychology students and an addidonal five participants from the researcher's social network. Consistent with past research, there was a positive association between neurodcism and chronic, emodonal, and behavioural jealousy. Furthermore, there was a posidve associadon between anxious attachment and jealousy, even when neurodcism was controlled. Past experience of infidelity and attachment dimensions had interacdve effects on jealousy. Interesdngly, the reladve importance of the predictors varied across the dimensions of jealousy. The results extend research in the area of person and situadonal determinants of jealousy, and are discussed in terms of attachment theory.

Genes and gene expression in human alcoholic brain

Chronic alcoholism leads to localized brain damage, which is prominent in superior frontal cortex but mild in motor cortex. The likelihood of developing alcohol dependence is associated with genetic markers. GABA-A receptor expression differs between alcoholics and controls, whereas glutamate receptor differences are muted. We determined whether genotype differentiated the localized expression of glutamate N-methyl-D-aspartate (NMDA) and GABA-A receptors to influence the severity of alcohol-induced brain damage. Cerebral cortex tissue was obtained at autopsy from alcoholics without disease comorbid with alcoholics, alcoholics with cirrhosis, and matched controls. DRD2A, DRD2B, GABRB2, SLC1A2, and 5HTT genotypes did not divide alcoholic cases and controls on NMDA receptor parameters. In contrast, a specific alcohol dehydrogenase (ADHIC) genotype interacted significantly with NMDA efficacy and affinity in a region-specific manner SLC1A2 (glutamate transporter-2) genotype interacted significantly with local GABAA receptor b subunit mRNA expression, and ADHIC, DRD2B, SLC1A2, and APOE genotypes with b subunit isoform protein expression. In the latter instance, possession of the alcoholism- associated allele altered b isoform protein expression patterns toward a less-efficacious form of the GABA-A receptor in the pathologically vulnerable region. GABRB2 and GRIN2B (NMDA receptor 2B subunit} Genotypes were associated with significant regional difference in the pattern of b subunit protein isoform expression, but this was not influenced by alcoholism status. Genotype may modulate amino acid transmission locally so as to mediate neuronal vulnerability. This has implications for the effectiveness of pharmacological interventions aimed at ameliorating brain damage and, possibly, dependence.

Genomic and proteomic analysis of synaptic protein expression in the brains of human alcoholics

Alcoholism results in changes in the human brain which reinforce the cycle of craving and dependency, and these changes are manifest in the pattern of expression of mRNA and proteins in key cells and brain areas. Long-term alcohol abuse also results in damage to selected regions of the cortex. We have used cDNA microarrays to show that less than 1% of mRNA transcripts differ signifi cantly between cases and controls in the susceptible area and that the expression profi le of a subset of these transcripts is suffi cient to distinguish alcohol abusers from controls. In addition, we have utilized a 2D gel proteomics based approach to determine the identity of proteins in the superior frontal cortex (SFC) of the human brain that show differential expression in controls and long term alcohol abusers. Overall, 182 proteins differed by the criterion of > 2-fold between case and control samples. Of these, 139 showed signifi cantly lower expression in alcoholics, 35 showed signifi cantly higher expression, and 8 were new or had disappeared. To date 63 proteins have been identifi ed. The expression of one family of proteins, the synucleins, has been further characterized using Real Time PCR and Western Blotting. The expression of alpha-synuclein mRNA was signifi cantly lower in the SFC of alcoholics compared with the same area in controls (P = 0.01) whereas no such difference in expression was found in the motor cortex. The expression of beta- and gamma- synuclein were not signifi cantly different between alcoholics and controls. In contrast, the pattern of alphasynuclein protein expression differs from that of the corresponding RNA transcript. Because of the key role of synaptic proteins in the pathogenesis of alcoholism, we are developing 2-D DIGE based techniques to quantify expression changes in synaptosomes prepared from the SFC of controls and alcoholics.