A Bayesian network approach to feature selection in mass spectrometry data

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.     

Non-invasive genotyping of transgenic animals using fecal DNA

For genotyping of transgenic animals, many IACUC guidelines recommend the use of fecal DNA when possible because this approach is non-invasive. Existing methods for extracting fecal DNA may be costly or involve the use of toxic organic solvents. Furthermore, feces contain an abundance of PCR inhibitors that may hinder DNA amplification when they are co-purified with fecal DNA. Here the authors describe a cost-effective, non-toxic method for genotyping transgenic animals by using the reagent AquaStool to extract fecal DNA and remove PCR inhibitors. Genotyping results obtained from fecal DNA samples extracted using AquaStool were reliably accurate when compared with results obtained from tail DNA samples. Because it is non-invasive, the authors believe that use of this method for genotyping transgenic animals using fecal DNA samples may improve animal welfare.     

Cell biology: Paper alert

A selection of interesting papers that were published in the two months before our press date in major journals most likely to report significant results in cell biology.     

Genetics and development: Paper alert

A selection of interesting papers that were published in the two months before our press date in major journals most likely to report significant results in genetics and development.     

The nucleotide addition cycle of RNA polymerase is controlled by two molecular hinges in the Bridge Helix domain

Background  

Cellular RNA polymerases (RNAPs) are complex molecular machines that combine catalysis with concerted conformational changes in the active center. Previous work showed that kinking of a hinge region near the C-terminus of the Bridge Helix (BH-H_C) plays a critical role in controlling the catalytic rate.     

Retinoid-induced expression and activity of an immediate early tumor suppressor gene in vascular smooth muscle cells

Retinoids are used clinically to treat a number of hyper-proliferative disorders and have been shown in experimental animals to attenuate vascular occlusive diseases, presumably through nuclear receptors bound to retinoic acid response elements (RARE) located in target genes. Here, we show that natural or synthetic retinoids rapidly induce mRNA and protein expression of a specific isoform of A-Kinase Anchoring Protein 12 (AKAP12β) in cultured smooth muscle cells (SMC) as well as the intact vessel wall. Expression kinetics and actinomycin D studies indicate Akap12β is a retinoid-induced, immediate-early gene. Akap12β promoter analyses reveal a conserved RARE mildly induced with atRA in a region that exhibits hyper-acetylation. Immunofluorescence microscopy and protein kinase A (PKA) regulatory subunit overlay assays in SMC suggest a physical association between AKAP12β and PKA following retinoid treatment. Consistent with its designation as a tumor suppressor, inducible expression of AKAP12β attenuates SMC growth in vitro. Further, immunohistochemistry studies establish marked decreases in AKAP12 expression in experimentally-injured vessels of mice as well as atheromatous lesions in humans. Collectively, these results demonstrate a novel role for retinoids in the induction of an AKAP tumor suppressor that blocks vascular SMC growth thus providing new molecular insight into how retiniods may exert their anti-proliferative effects in the injured vessel wall.     

Myocardin and microRNA‐1 modulate bladder activity through connexin 43 expression during post‐natal development

Overactive bladder (OAB) is a pervasive clinical problem involving alterations in both neurogenic and myogenic activity. While there has been some progress in understanding neurogenic inputs to OAB, the mechanisms controlling myogenic bladder activity are unclear. We report the involvement of myocardin (MYOCD) and microRNA‐1 (miR‐1) in the regulation of connexin 43 (GJA1), a major gap junction in bladder smooth muscle, and the collective role of these molecules during post‐natal bladder development. Wild‐type (WT) mouse bladders showed normal development from early post‐natal to adult including increases in bladder capacity and maintenance of normal sensitivity to cholinergic agents concurrent with down‐regulation of MYOCD and several smooth muscle cell (SMC) contractile genes. Myocardin heterozygous‐knockout mice exhibited reduced expression of Myocd mRNA and several SMC contractile genes concurrent with bladder SMC hypersensitivity that was mediated by gap junctions. In both cultured rat bladder SMC and in vivo bladders, MYOCD down‐regulated GJA1 expression through miR‐1 up‐regulation. Interestingly, adult myocardin heterozygous‐knockout mice showed normal increases in bladder and body weight but lower bladder capacity compared to WT mice. These results suggest that MYOCD down‐regulates GJA1 expression via miR‐1 up‐regulation, thereby contributing to maintenance of normal sensitivity and development of bladder capacity. J. Cell. Physiol. 228: 1819–1826, 2013. © 2013 Wiley Periodicals, Inc.