Expression of genotypic responses to frost tolerance in wheat

Yield losses due to frost in Australian wheat crop can be high and are often associated with head-frosting. Two field experiments were conducted over two seasons to investigate the genetic variation in frost tolerance in 150 double haploid lines (DHLs) derived from a cross between Kite and Bindawarra. Glycinebetaine content in the leaf blade during frost acclimation/hardening, cell membrane damage (electrolyte leakage) after frost and grain yield were measured. Significant variation in cell membrane damage was noted (16% to 85%) which was negatively correlated with grain yield (r = - 0.43; p

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.