Molecular subtyping of bladder cancer using Kohonen self-organizing maps

Kohonen self-organizing maps (SOMs) are unsupervised Artificial Neural Networks (ANNs) that are good for low-density data visualization. They easily deal with complex and nonlinear relationships between variables. We evaluated molecular events that characterize high- and low-grade BC pathways in the tumors from 104 patients. We compared the ability of statistical clustering with a SOM to stratify tumors according to the risk of progression to more advanced disease. In univariable analysis, tumor stage (log rank P = 0.006) and grade (P < 0.001), HPV DNA (P < 0.004), Chromosome 9 loss (P = 0.04) and the A148T polymorphism (rs 3731249) in CDKN2A (P = 0.02) were associated with progression. Multivariable analysis of these parameters identified that tumor grade (Cox regression, P = 0.001, OR.2.9 (95% CI 1.6–5.2)) and the presence of HPV DNA (P = 0.017, OR 3.8 (95% CI 1.3–11.4)) were the only independent predictors of progression. Unsupervised hierarchical clustering grouped the tumors into discreet branches but did not stratify according to progression free survival (log rank P = 0.39). These genetic variables were presented to SOM input neurons. SOMs are suitable for complex data integration, allow easy visualization of outcomes, and may stratify BC progression more robustly than hierarchical clustering

Epidemiology of Mycoplasma pneumoniae infections in Poland : 28 years of surveillance in Warsaw 1970-1997

Mycoplasma pneumoniae is a common cause of lower respiratory tract disease in humans, particularly among older children, adolescents, and young adults. Infections are endemic in cities and epidemic increases are observed at intervals of 4 to 7 years. M. p</jats:p

Atividade «in vitro» da ampicilina e hetacilina sobre amostras de Salmonella typhi

Os autores, utilizando a técnica da diluição seriada em meio líquido, determinaram as concentrações mínimas inibitórias da ampicüina e da hetacilina em 150 amostras de Salmonella typhi, isoladas em sua totalidade a partir de hemoculturas, no Estado da Guanabara. Obteve-se como média das concentrações bacteriostáticas, 0,545 mcg/ml para ampicilina e 0,720 mcg/ml, no caso da hetacilina