Normalization Benefits Microarray-Based Classification

When using cDNA microarrays, normalization to correct labeling bias is a common preliminary step before further data analysis is applied, its objective being to reduce the variation between arrays. To date, assessment of the effectiveness of normalization has mainly been confined to the ability to detect differentially expressed genes. Since a major use of microarrays is the expression-based phenotype classification, it is important to evaluate microarray normalization procedures relative to classification. Using a model-based approach, we model the systemic-error process to generate synthetic gene-expression values with known ground truth. These synthetic expression values are subjected to typical normalization methods and passed through a set of classification rules, the objective being to carry out a systematic study of the effect of normalization on classification. Three normalization methods are considered: offset, linear regression, and Lowess regression. Seven classification rules are considered: 3-nearest neighbor, linear support vector machine, linear discriminant analysis, regular histogram, Gaussian kernel, perceptron, and multiple perceptron with majority voting. The results of the first three are presented in the paper, with the full results being given on a complementary website. The conclusion from the different experiment models considered in the study is that normalization can have a significant benefit for classification under difficult experimental conditions, with linear and Lowess regression slightly outperforming the offset method.[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20]     

Conserved fungal genes as potential targets for broad-spectrum antifungal drug discovery

The discovery of novel classes of antifungal drugs depends to a certain extent on the identification of new, unexplored targets that are essential for growth of fungal pathogens. Likewise, the broad-spectrum capacity of future antifungals requires the target gene(s) to be conserved among key fungal pathogens. Using a genome comparison (or concordance) tool, we identified 240 conserved genes as candidates for potential antifungal targets in 10 fungal genomes. To facilitate the identification of essential genes in Candida albicans, we developed a repressible C. albicans MET3 (CaMET3) promoter system capable of evaluating gene essentiality on a genome-wide scale. The CaMET3 promoter was found to be highly amenable to controlled gene expression, a prerequisite for use in target-based whole-cell screening. When the expression of the known antifungal target C. albicans ERG1 was reduced via down-regulation of the CaMET3 promoter, the CaERG1 conditional mutant strain became hypersensitive, specifically to its inhibitor, terbinafine. Furthermore, parallel screening against a small compound library using the CaERG1 conditional mutant under normal and repressed conditions uncovered several hypersensitive compound hits. This work therefore demonstrates a streamlined process for proceeding from selection and validation of candidate antifungal targets to screening for specific inhibitors.     

High-performance tryptic mapping of recombinant bovine somatotropin

Experiments are described that have lead to the development of a highly reproducible tryptic map of recombinant DNA derived bovine somatotropin (rbSt). Tryptic digestion of rbSt at 37 degrees C results in the formation of a precipitate. Preliminary characterization of the precipitate suggests that its formation is due to the association of intermediate tryptic fragments. An examination of the temperature dependence of the digestion has revealed that precipitate formation is inhibited when digestion is performed at 10 degrees C or less. The combination of a 5-mg sample, the use of highly purified trypsin, and digestion at 5 degrees C generate a tryptic map that exhibits an average 1.3% RSD (0.5-3.6%) for all anticipated fragments. Validation studies demonstrate that while the peak response precision is rugged to daily variation of operators or chromatographic systems, the fragment retention is not. This dictates that peaks be assigned by qualitative pattern recognition. Assay ruggedness in the peak response domain allows for the implementation of quantitative methods for the comparison of rbSt reference standard and sample tryptic maps. The assay is linear for all anticipated fragments within 50-150% of the operating range. Specificity is established by assay of pituitary somatotropins from other species and rbSt analogs produced by site-specific mutagenesis. The data demonstrate that all single amino acid substitutions examined are identified by using the technique. Assay sensitivity is validated for selected tryptic fragments through analysis of reference standard digests spiked with known amounts of rbSt analog digests. The data indicate that potential impurities of 3.2, 2.0, and 4.5% can be quantitated with statistical confidence in the tryptic fragments T1, T10, and T23 + 25, respectively.     

Use of the unlabeled antibody immunohistochemical technique for the detection of human antibody.

Two methods have been developed which permit use of the unlabeled antibody immunohistochemical technique for detection of human antibody, without the need for immunization of humans with peroxidase. Human antibody to herpes simplex virus (HSV) reacted with human cell cultures infected with HSV was the experimental system. In the first method an attempt was made to employ rabbit peroxidase-antiperoxidase (PAP) soluble complexes in connectin with human antibody. This was done by sequential addition to the HSV-infected cells of (a) human anti-HSV, (b) rabbit antihuman globulin, (c) guinea pig antirabbit globulin (the bridging reagent) and (d) rabbit PAP. Strong specific staining of HSV-infected cells was obtained; however, difficulties were encountered with nonspecific reactions on uninfected cells. In the second method PAP soluble complexes prepared with baboon antiperoxidase were bridged to the human anti-HSV antibody by rabbit antihuman globulin. Because of the phylogenetic relatedness of human and baboon globulins this resulted in firm binding which gave strong specific staining of HSV-infected cells without significant reaction in uninfected cells.