Donuts, scratches and blanks: robust model-based segmentation of microarray images

MOTIVATION: Inner holes, artifacts and blank spots are common in microarray images, but current image analysis methods do not pay them enough attention. We propose a new robust model-based method for processing microarray images so as to estimate foreground and background intensities. The method starts with a very simple but effective automatic gridding method, and then proceeds in two steps. The first step applies model-based clustering to the distribution of pixel intensities, using the Bayesian Information Criterion (BIC) to choose the number of groups up to a maximum of three. The second step is spatial, finding the large spatially connected components in each cluster of pixels. The method thus combines the strengths of the histogram-based and spatial approaches. It deals effectively with inner holes in spots and with artifacts. It also provides a formal inferential basis for deciding when the spot is blank, namely when the BIC favors one group over two or three. RESULTS: We apply our methods for gridding and segmentation to cDNA microarray images from an HIV infection experiment. In these experiments, our method had better stability across replicates than a fixed-circle segmentation method or the seeded region growing method in the SPOT software, without introducing noticeable bias when estimating the intensities of differentially expressed genes. AVAILABILITY: spotSegmentation, an R language package implementing both the gridding and segmentation methods is available through the Bioconductor project (http://www.bioconductor.org). The segmentation method requires the contributed R package MCLUST for model-based clustering (http://cran.us.r-project.org). CONTACT: fraley@stat.washington.edu.     

Changes in microRNA expression profiles in HIV-1-transfected human cells

Background

The HIV-1 Rev regulatory protein binds as an oligomeric complex to viral RNA mediating nuclear export of incompletely spliced and non-spliced viral mRNAs encoding the viral structural proteins. However, the biological significance of the obligatory complex formation of Rev upon the viral RNA is unclear.

Results

The activity of various fusion proteins based on the negative oligomerization-defect Rev mutant M4 was tested using Rev dependent reporter constructs. An artificial M4 mutant dimer and an M4 mutant containing an extra basic domain from the HTLV-I Rex protein exhibited nearly full activity when compared to wild type Rev.

Conclusion

Rev dimerization appears to be required to expose free basic domains whilst the Rev oligomeric complex remains bound to viral RNA via other basic domains.     

Alterations of the glutathione redox state improve apical meristem structure and somatic embryo quality in white spruce (Picea glauca)

In white spruce, an improvement of somatic embryo number and quality can be achieved through experimental manipulations of the endogenous levels of reduced (GSH) and oxidized (GSSG) glutathione. An optimal protocol for embryo production included an initial application of GSH in the maturation medium, followed by replacement with GSSG during the remaining maturation period. Under these conditions, the overall embryo population more than doubled, and the percentage of fully developed embryos increased from 22% to almost 70%. These embryos showed improved post-embryonic growth and conversion frequency. Structural studies revealed remarkable differences between embryo types, especially in storage product deposition pattern and organization of the shoot apical meristem (SAM). Compared with their control counterparts, glutathione-treated embryos accumulated a larger amount of starch during the early stages of development, and more protein and lipid bodies during the second half of development. Differences were also noted in the organization of SAMs. Shoot meristems of control embryos were poorly organized and were characterized by the presence of intercellular spaces, which caused separation of the subapical cells. Glutathione-treated embryos had well-organized meristems composed of tightly packed cells which lack large vacuoles. The improved organization of the shoot apical meristems in treated embryos was ascribed to a lower production of ethylene. Differences in meristem structure between control and treated embryos were also related to the localization pattern of HBK1, a shoot apical meristem 'molecular marker' gene with preferential expression to the meristematic cells of the shoot pole. Expression of this gene, which was localized to the apical cells in control embryos, was extended to the subapical cells of treated embryos. Overall, it appears that meristem integrity and embryo quality are under the direct control of the glutathione redox state.     

Impact of vitamin E or selenium deficiency on nematode-induced alterations in murine intestinal function

The effects of deficiencies in the antioxidant nutrients, vitamin E and selenium, on the host response to gastrointestinal nematode infection are unknown. The aim of the study was to determine the effect of antioxidant deficiencies on nematode-induced alterations in intestinal function in mice. BALB/c mice were fed control diets or diets deficient in selenium or vitamin E and the response to a secondary challenge inoculation with Heligmosomoides polygyrus was determined. Egg and worm counts were assessed to determine host resistance. Sections of jejunum were mounted in Ussing chambers to measure changes in permeability, absorption, and secretion, or suspended in organ baths to determine smooth muscle contraction. Both selenium and vitamin E deficient diets reduced resistance to helminth infection. Vitamin E, but not selenium, deficiency prevented nematode-induced decreases in glucose absorption and hyper-contractility of smooth muscle. Thus, vitamin E status is an important factor in the physiological response to intestinal nematode infection and may contribute to antioxidant-dependent protective mechanisms in the small intestine.     

Adenovirus-mediated expression of the C-terminal domain of SARS-CoV spike protein is sufficient to induce apoptosis in Vero E6 cells

The pro-apoptotic properties of severe acute respiratory syndrome coronavirus (SARS-CoV) structural proteins were studied in vitro. By monitoring apoptosis indicators including chromatin condensation, cellular DNA fragmentation and cell membrane asymmetry, we demonstrated that the adenovirus-mediated over-expression of SARS-CoV spike (S) protein and its C-terminal domain (S2) induce apoptosis in Vero E6 cells in a time- and dosage-dependent manner, whereas the expression of its N-terminal domain (S1) and other structural proteins, including envelope (E), membrane (M) and nucleocapsid (N) protein do not. These findings suggest a possible role of S and S2 protein in SARS-CoV induced apoptosis and the molecular pathogenesis of SARS.     

Tuberin is a component of lipid rafts and mediates caveolin-1 localization: role of TSC2 in post-Golgi transport

Mutations of the TSC2 gene lead to the development of hamartomas in tuberous sclerosis complex. Their pathology exhibits features indicative of defects in cell growth, proliferation, differentiation, and migration. We have previously shown that tuberin, the TSC2 protein, resides in multiple subcellular compartments and as such may serve multiple functions. To further characterize the microsomal pool of tuberin, we found that it cofractionated with caveolin-1 in a low-density, Triton X-100-resistant fraction (i.e., lipid rafts) and regulated its localization. In cells lacking tuberin, most of the endogenous caveolin-1 was displaced from the plasma membrane to a Brefeldin-A-sensitive, post-Golgi compartment distinct from the endosome and lysosome. Correspondingly, there was a paucity of caveolae at the plasma membrane of Tsc2-/- cells. Reintroduction of TSC2, but not a disease-causing mutant, reversed the caveolin-1 localization to the membrane. Exogenously expressed caveolin-1-GFP and vesicular stomatitis virus G protein, VSVG-GFP in the Tsc2-/- cells failed to be transported to the plasma membrane and were retained in distinct post-Golgi vesicles. Our data suggest a role of tuberin in regulating post-Golgi transport without apparent effects on protein sorting. The presence of mislocalized proteins in Tsc2-/- cells may contribute to the abnormal signaling and cellular phenotype of tuberous sclerosis.     

Study of the polyol pathway in the porcine epididymis

Concentrations of D-glucose, D-fructose and D-sorbitol were quantified in porcine epididymal fluid by spectrofluorimetric assays and aldose reductase (AR) and sorbitol dehydrogenase (SDH) were located immunohistochemically in the epididymal epithelium. Glucose and fructose concentrations were low (<1 mM) and decreased in the cauda whereas sorbitol concentration (4-7 mM) was rather uniform along the duct. AR was luminally located on microvilli in the caput and corpus with less presence distally and was present in the lumen. SDH was present apically and basally in epithelial cells throughout the epididymis and in the lumen. The observations are consistent with diffusion of circulating glucose into the lumen, its conversion via AR to sorbitol which accumulates in the lumen and the action of SDH on sorbitol to produce fructose. Sperm metabolism of glucose and fructose may explain their lower concentrations in the cauda and sorbitol could be a metabolic substrate or osmolyte required for volume regulation.     

Development of single-cell PCR methods for the Raphidophyceae

Many Raphidophytes are important algal bloom-forming species. Morphology-based identification of these species is often ambiguous, however, as many species are very similar in shape and size. To accurately detect the presence of these species in pre-bloom conditions, single-cell PCR is probably the most rapid and convenient method. However, direct single-cell PCRs with conserved primers are apparently not effective, probably due to the impermeability of the cell wall. We report here an effective detergent-based pre-PCR cell lysis method, which turned out to be a critical step for effective single-cell PCR of the Raphidophytes. Two PCR-based methods, nested SC-PCR and SC-RAPD, were evaluated. The nested SC-PCR involves two consecutive PCRs, the first of which is performed with the D1 and D2 primers (external primers) resulting in an amplification of a partial LSU rRNA gene. The second amplification is performed with primers targeting the LSU domain and specifically annealing to Chattonella ovata and Chattonella marina only. The SC-RAPD performed with the established random primers, RP1–RP4, produced unique haplotypes that could be exploited to differentiate the two Chattonella species. The assay was demonstrated to be sensitive, with the lowest detection limit of a single Raphidophyceae cell. The method developed is a valuable tool for the study of intra-specific variations of the Raphidophytes and represents a platform for further development of species-specific SC-RAPD for all members of the Raphidophyceae.