Probabilities were calculated as follows, P exp c c where p is the probability of each case, i 1 to n, b is the regression coefficient of a given gene, x is the log2 transformed methylation level and c is a constant generated by the model. The ROCR package was used to obtain the ROC curves of the models and area under the curve values. Recurrence free survival was analyzed with the Log rank test using SAS 9. 3 software. All the molecular analyses were performed in a blind manner. Results MS MLPA analysis was feasible in all samples. The methylation frequency in the overall series varied widely for the different genes. A separate analysis as a function of recurrence showed lower gene methylation in recurring than non recurring tumors, with the exception of CDKN1B, FHIT and IGSF4 genes.
However, a {from this source| kinase inhibitor|selleck chemicals|selelck kinase inhibitor|order ML323 significant difference between recurrent and non recurrent tumors was only observed for GSTP1, HIC1 and RASSF1 locus 2, with lower methylation in relapsed than non relapsed patients. The methylation index, evaluated as the number of meth ylated genes relative to the total number of analyzed genes, showed values from 0 to 0. 68 in the overall series of 23 genes and a significantly lower median value in non recurrent than recurrent patients. To reduce the complexity of the methodological approach, further analysis was limited to a series of 10 genes that proved significant or showed a trend towards sig nificance. Again, a higher median MI was seen in patients who relapsed com pared to those who did not.
We constructed a prognostic algorithm with the 3 sig nificant genes considering two phenotypes, the methylated {discover this|Micafungin Sodium concentration phenotype, and the unmethylated phenotype. Of the 33 patients with methy lated phenotype, 25 were still disease free and 8 had had at least one intravescical recurrence at a median follow up of 5 years. Conversely, of the 41 patients with unmethylated phenotype, 28 had relapsed within 5 years of surgery and 13 had We also performed ROC curve analysis for the three significant genes, singly or in combination, considered as continuous variables. Resultant AUCs were 0. 5917 for HIC1, 0. 6725 for RASSF1 and 0. 5409 for GSTP1, the best AUC reached for the combination of the three genes. Recurrence free survival analysis of patients with methylated or unmethylated tumors highlighted a signi ficantly higher recurrence free survival for those whose tumors showed the methylated phenotype.
The recurrence free survival analysis performed consi dering only the recurrent patients, showed that patients with unmethylated tumors had a lower median recurrent free survival time, with the respect to patients with methylated ones. However, the two subgroups are not equal distributed to give a statis tical significant result. Multivariable analysis considering clinical and biolo gical parameters showed that only age and methylated phenotype were independent predictors of recurrence.