Background
Time-of-flight mass spectrometry (TOF-MS) has the potential to provide non-invasive, high-throughput screening for cancers and other serious diseases via detection of protein biomarkers in blood or other accessible biologic samples. Unfortunately, this potential has largely been unrealized to date due to the high variability of measurements, uncertainties in the distribution of proteins in a given population, and the difficulty of extracting repeatable diagnostic markers using current statistical tools. With studies consisting of perhaps only dozens of samples, and possibly hundreds of variables, overfitting is a serious complication. To overcome these difficulties, we have developed a Bayesian inductive method which uses model-independent methods of discovering relationships between spectral features. This method appears to efficiently discover network models which not only identify connections between the disease and key features, but also organizes relationships between features--and furthermore creates a stable classifier that categorizes new data at predicted error rates. 相似文献The microbiologic and clinical resistance of dermatophytes is seldom reported, and the mechanisms associated with resistance are not well known. This study investigated the effect of efflux pump modulators (EPMs) (i.e., haloperidol HAL and promethazine PTZ) and their inhibiting activity on the minimum inhibitory concentrations of itraconazole (ITZ) and fluconazole (FLZ) against selected M. canis strains. M. canis strains with low (≤?1 μg/ml itraconazole and?<?64 μg/ml fluconazole) and high (>?1 μg/ml itraconazole and?≥?64 μg/ml fluconazole) azole MIC values were tested using Checkerboard microdilution assay. The disk diffusion assay, the minimum fungicidal concentration and the time-kill assay were also performed in order to confirm the results of checkerboard microdilution assay. The MIC values of ITZ and FLZ of M. canis decreased in the presence of subinhibitory concentrations of HAL and PTZ, the latter being more effective with a greater increased susceptibility. Synergism was observed in all strains with high azole MICs (FICI?<?0.5) and no synergism in the strains with low azole MICs. A fungicidal activity was observed after 48 h of incubation when ITZ and FLZ were tested in combination with HAL or PTZ. These results suggest that the drug efflux pumps are involved in the defense mechanisms to azole drugs in M. canis strains. The synergism might be related to an increased expression of efflux pump genes, eventually resulting in azole resistance phenomena. Complementary studies on M. canis resistance are advocated in order to investigate the molecular mechanisms of this phenomenon.
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