Bayesian Machine Learning Techniques for revealing complex interactions among genetic and clinical factors in association with extra-intestinal Manifestations in IBD patients.

The objective of the study is to assess the predictive performance of three different techniques as classifiers for extra-intestinal manifestations in 152 patients with Crohn's disease. Naïve Bayes, Bayesian Additive Regression Trees and Bayesian Networks implemented using a Greedy Thick Thinning algorithm for learning dependencies among variables and EM algorithm for learning conditional probabilities associated to each variable are taken into account. Three sets of variables were considered: (i) disease characteristics: presentation, behavior and location (ii) risk factors: age, gender, smoke and familiarity and (iii) genetic polymorphisms of the NOD2, CD14, TNFA, IL12B, and IL1RN genes, whose involvement in Crohn's disease is known or suspected. Extra-intestinal manifestations occurred in 75 patients. Bayesian Networks achieved accuracy of 82% when considering only clinical factors and 89% when considering also genetic information, outperforming the other techniques. CD14 has a small predicting capability. Adding TNFA, IL12B to the 3020insC NOD2 variant improved the accuracy.

Effects of the chronic use of finasteride on testicular weight and spermatogenesis in Wistar rats.

OBJECTIVE: To evaluate spermatogenesis in rats chronically exposed to finasteride, as the recent use of finasteride in young men to prevent hair loss has raised concerns about chronic use and fertility. MATERIALS AND METHODS: Male Wistar rats (4 months old) were selected and divided into two groups. Group 1 (17 rats) received a finasteride suspension of 2 mg/kg/day in saline solution, 5 days/week for 10 months; group 2 (eight rats of the same age) were treated with placebo for the same period. At the end of the exposure the testes were weighed and processed for histological analysis. Spermatogenesis was evaluated as the mean number of seminiferous tubules with and without spermatozoids in their lumen, in five random fields on the same slide. Student's t-test was used to assess differences in the groups. RESULTS: In group 1, the mean (sd) weight of the testes was 1.55 (0.29) g and in group 2 1.58 (0.34) g (P>0.05). The histological analysis showed a mean of 13.35 (1.66) seminiferous tubules per field and 1.20 (3.30) tubules with no spermatozoids in group 1; in group 2 the respective values were 13.53 (1.46) and 0.06 (0.14) (P>0.05). CONCLUSION: Finasteride had no detectable effects on the quantitative and qualitative analysis of spermatogenesis in rats.

Effects of ischemia and reperfusion on oxidative stress in hepatic cirrhosis induced by carbon tetrachloride in rats.

The present study was undertaken to determine the effect of ischemia and reperfusion on oxidative stress in hepatic cirrhosis induced by carbon tetrachloride (CCl4) in rats by the evaluation of lipid peroxidation products (LPO). Cirrhosis of the liver was induced by CCl4 administration. This drug was dissolved in mineral oil and the control group received only mineral oil intraperitoneally. Forty-five minutes of ischemia followed by one hour of reperfusion were performed. LPO products were evaluated by the thiobarbituric acid reactive substances method (TBARS) and chemiluminescence initiated by tert-butyl hydroperoxide technique (CL). The liver was submitted to histologic evaluation to check whether cirrhosis was present. The results demonstrated that ischemia-reperfusion caused an increase of LPO products in cirrhotic rats when compared to the control group (p < 0.05). Hepatic cirrhosis was present in all animals treated with CCl4 and no significant histologic alterations were observed in the control group. According to this study, we can conclude that the effect of ischemia and reperfusion in a rat model of hepatic cirrhosis caused a significant increase of the hepatic-levels of LPO products when compared to the noncirrhotic livers.