Biomedical subjects

Michael Centola

Publications and source records attributed to Michael Centola.

At least 19 recordsLinked to original sources

PubMed2005

Steroid-refractory ulcerative colitis treated with corticosteroids, metronidazole and vancomycin: a case report.

BACKGROUND: Increasing evidence elucidating the pathogenic mechanisms of ulcerative colitis (UC) has accumulated and the disease is widely assumed to be the consequence of genetic susceptibility and an abnormal immune response to commensal bacteria. However evidence regarding an infectious etiology in UC remains elusive. CASE PRESENTATION: We report a provocative case of UC with profound rheumatologic involvement directly preceded by Clostridium difficile infection and accompanying fever, vomiting, bloody diarrhea, and arthritis. Colonic biopsy revealed a histopathology suggestive of UC. Antibiotic treatment eliminated detectable levels of enteric pathogens but did not abate symptoms. Resolution of symptoms was procurable with oral prednisone, but tapering of corticosteroids was only achievable in combination therapy with vancomycin and metronidazole. CONCLUSIONS: An infectious pathogen may have both precipitated and exacerbated autoimmune disease attributes in UC, symptoms of which could be resolved only with a combination of corticosteroids, vancomycin and metronidazole. This may warrant the need for more perceptive scrutiny of C. difficile and the like in patients with UC.

Adult↗

PubMed2005

Identification of mouse retinal genes differentially regulated by dim and bright cyclic light rearing.

Bright cyclic light rearing protects BALB/c mice from light-induced photoreceptor apoptosis compared to dim cyclic light rearing. We used a microarray approach to search for putative neuroprotection genes that were up- or down-regulated under these environmental conditions. Retinal protection by bright cyclic rearing was determined by quantitative histology and DNA fragmentation analysis. Total RNA was isolated from 5-week-old mice raised in bright (400 lux) or dim (5 lux) cyclic light and prepared for analysis on microarrays produced using a 70-mer oligonucleotide library that represented 16,463 mouse genes. Genes of interest were identified using statistically robust bioinformatics analysis methods that were developed in-house. Changes in some genes were confirmed with quantitative real time PCR. We found that 952 genes were up- or down-regulated by bright cyclic light rearing compared to dim cyclic light rearing. One hundred and eighty-four of them, having >/=2-fold differences, were grouped into 13 categories, and selected for further consideration. Eleven up-regulated and two down-regulated genes were confirmed by semi-quantitative PCR. Five neuroprotection-associated genes were up-regulated by bright cyclic light rearing as confirmed by real-time PCR. The human orthologue chromosomal location of 22 differentially expressed genes map to known retinal degeneration loci. Using PathwayAssist software, we modeled the pathway networks of up- and down-regulated genes that are functionally related to the retina. We identified retinal genes that are differentially regulated by environmental light history. Those that directly affect cell processes such as survival, apoptosis, and transcription are likely play a pivotal role in the regulation of retinal neuroprotection against light-induced photoreceptor apoptosis.

Adaptation, Ocular↗

PubMed2004

Hypervariable genes--experimental error or hidden dynamics.

In a homogeneous group of samples, not all genes of high variability stem from experimental errors in microarray experiments. These expression variations can be attributed to many factors including natural biological oscillations or metabolic processes. The behavior of these genes can tease out important clues about naturally occurring dynamic processes in the organism or experimental system under study. We developed a statistical procedure for the selection of genes with high variability denoted hypervariable (HV) genes. After the exclusion of low expressed genes and a stabilizing log-transformation, the majority of genes have comparable residual variability. Based on an F-test, HV genes are selected as having a statistically significant difference from the majority of variability stabilized genes measured by the 'reference group'. A novel F-test clustering technique, further noted as 'F-means clustering', groups HV genes with similar variability patterns, presumably from their participation in a common dynamic biological process. F-means clustering establishes, for the first time, groups of co-expressed HV genes and is illustrated with microarray data from patients with juvenile rheumatoid arthritis and healthy controls.

Adolescent↗

PubMed2004

Global gene expression analysis of human bronchial epithelial cells treated with tobacco condensates.

Gene expression patterns were assessed in normal human bronchial epithelial (NHBE) cells exposed to cigarette smoke condensates (CSC) from commercial cigarettes in order to develop a better understanding of the genomic impact of tobacco exposure, and to define biomarkers that can potentially discriminate tobacco-related effects and outcomes in a clinical setting. NHBE cells were treated with CSCs from two American brands for up to 12 hours in the presence of S9 microsomal fraction from Aroclor 1254-treated rats. High-density oligonucleotide microarrays coupled with a novel statistical analysis that relies on statistical significance levels rather than arbitrary fold-change differences was used to identify genes that undergo expression alterations upon treatment. Expression patterns of approximately 3700 genes were altered after CSC treatments. While a majority of these genes were affected by both CSCs, each condensate also affected a unique subset of approximately 1000 genes. An unexpected finding was that S9, required for metabolizing procarcinogens in CSCs to carcinogenic metabolites, also altered the expression of approximately 1700 genes. Exposure of NHBE cells to different CSCs alters the expression of a large set of genes that affect a common set of biological pathways including those relevant to carcinogenesis. Identification of CSC-affected genes and underlying biological processes may generate an atlas of molecular events that includes biomarkers of tobacco exposure and disease status in smokers. Finally, the finding that S9 affects the expression of a number of genes may have implications for various toxicogenetic assays currently used by regulatory agencies to evaluate harmful effects in exposed humans.

Adult↗

PubMed2004

Microarray Data Analysis Toolbox (MDAT): for normalization, adjustment and analysis of gene expression data.

SUMMARY: We introduce a novel Matlab toolbox for microarray data analysis. This toolbox uses normalization based upon a normally distributed background and differential gene expression based on five statistical measures. The objects in this toolbox are open source and can be implemented to suit your application. AVAILABILITY: MDAT v1.0 is a Matlab toolbox and requires Matlab to run. MDAT is freely available at http://microarray.omrf.org/publications/2004/knowlton/MDAT.zip.

Algorithms↗

PubMed2004

Statistical monitoring of weak spots for improvement of normalization and ratio estimates in microarrays.

BACKGROUND: Several aspects of microarray data analysis are dependent on identification of genes expressed at or near the limits of detection. For example, regression-based normalization methods rely on the premise that most genes in compared samples are expressed at similar levels and therefore require accurate identification of nonexpressed genes (additive noise) so that they can be excluded from the normalization procedure. Moreover, key regulatory genes can maintain stringent control of a given response at low expression levels. If arbitrary cutoffs are used for distinguishing expressed from nonexpressed genes, some of these key regulatory genes may be unnecessarily excluded from the analysis. Unfortunately, no accurate method for differentiating additive noise from genes expressed at low levels is currently available. RESULTS: We developed a multistep procedure for analysis of mRNA expression data that robustly identifies the additive noise in a microarray experiment. This analysis is predicated on the fact that additive noise signals can be accurately identified by both distribution and statistical analysis. CONCLUSIONS: Identification of additive noise in this manner allows exclusion of noncorrelated weak signals from regression-based normalization of compared profiles thus maximizing the accuracy of these methods. Moreover, genes expressed at very low levels can be clearly identified due to the fact that their expression distribution is stable and distinguishable from the random pattern of additive noise.

Animals↗

PubMed2004

Programmed cell death of peripheral blood B cells determined by laser scanning cytometry in Sjögren's syndrome with a special emphasis on BAFF.

Functionally impaired B cells play an important role in the pathogenesis of Sjögren's syndrome (SS). The aim of the study was to investigate the apoptosis susceptibility of peripheral blood B cells from patients with SS and the impact of B cell activating factor (BAFF) on the apoptosis capability of these cells in correlation with IgG production. Peripheral blood B cells were isolated and stained for apoptosis markers (Bax, Bcl-2) and members of the TNF-R superfamily, CD95 and CD40. The apoptosis frequency of cells bearing these markers were assessed. Also, the apoptosis capability of cultured B-lymphocytes was investigated in medium alone, with anti-CD95 or with soluble BAFF. Quantitative ELISA was performed to detect plasma levels of sBAFF. Furthermore, the level of circulating B-cell cytokines was measured. BAFF levels were compared between patients with normal and elevated IgG levels. In SS, Bcl-2 positive B cell counts were significantly higher then in controls, also in this population the apoptosis frequency was reduced. Apoptosis within Bax+ and CD40+ B cells were significantly decreased in patients. BAFF induced a significant antiapoptotic effect in SS; also this effect was clearly evident in B cells from SS with hypergammaglobulinaemia. Plasma BAFF levels were significantly higher in SS, mostly in patients with hypergammaglobulinaemia. Plasma B-cell cytokines were raised in SS. In Sjögren's syndrome B cells, a general antiapoptotic tendency might lead to prolonged B-cell survival driven at least partly by elevated levels of BAFF and supposedly by B-cell cytokines. Also, the exaggerated BAFF stimulation might lead to excessive immunoglobulin production. The B-cell apoptosis defects, the increased BAFF levels-correlating with hypergammaglobulinaemia-together with the raised B-cell cytokine levels indicates the disturbed B-cell biology in the disease.

Adult↗

PubMed2004

Gene expression arrays reveal a rapid return to normal homeostasis in immunologically-challenged trophoblast-like JAR cells.

The immunologic adaptations of pregnancy have come under increasing scrutiny in the past 15 years. Existing experimental evidence clearly demonstrates that placental trophoblasts play an important role in regulating immunologic/inflammatory responses at the maternal-fetal interface. We used a well-developed gene expression array to examine in greater detail the physiologic response of trophoblast-like choriocarcinoma cells to a model immunologic 'challenge.' We co-cultured PHA-activated or resting peripheral blood mononuclear cells (PBMC) with the human choriocarcinoma cell line JAR for time periods ranging from 2 to 18 h. Messenger RNA expression in the JAR cells was then assessed using a 21,329-gene microarray and novel biostatistical analyses that we have previously published. Patterns of differential gene expression were assessed using a commercial pathway analysis software program. Differences in gene expression between JAR cells cultured with activated PBMC (experimental samples) and JAR cells cultured with resting PBMC (control samples) were seen only at the 2h time point. That is, multiple genes were transcribed in JAR cells in response to activated PBMC, but expression levels of the genes had all returned to baseline by 6h. Molecular modeling demonstrated that the differentially expressed genes were largely associated with cell growth and differentiation. This model was confirmed by noting a two-fold increase in CD10/neutral endopeptidase expression (a marker for cell differentiation) in JAR cells incubated with media from activated PBMC compared with JAR cells incubated with resting PBMC. These findings support the hypothesis that there is a delicate immunologic milieu at the maternal-fetal interface that must be maintained. Immunologic/inflammatory challenge at the maternal-fetal interface is compensated by cellular mechanisms that work to reduce inflammation and rapidly restore immunologic balance.

Biomarkers↗

PubMed2004

Partitioning of 5alpha-dihydrotestosterone and 5alpha-androstane-3alpha, 17beta-diol activated pathways for stimulating human prostate cancer LNCaP cell proliferation.

The growth and development of the prostate gland are regulated by androgens. Despite our understanding of molecular actions of 5alpha-dihydrotestosterone (5alpha-DHT) in the prostate through the trans-activation of the androgen receptor (AR), comprehensive analysis of androgen responsive genes (ARGs) has just been started. Moreover, expression changes induced by the androgen effects of 5alpha-androstane-3alpha,17beta-diol (3alpha-diol), a metabolite of 5alpha-DHT through the action of 3alpha-hydroxysteroid dehydrogenases (3alpha-HSDs), remain undefined. We demonstrated that both 5alpha-DHT and 3alpha-diol stimulated similar levels of androgen sensitive human prostate cancer LNCaP cell proliferation. However, consistent with the fact that 3alpha-diol has low affinity toward the AR, 3alpha-diol did not elicit the same levels of AR trans-activation activity as that of 5alpha-DHT. Since LNCaP cells respond to androgen stimulation by transcriptionally activating the AR downstream genes, gene expression patterns between 0 and 48 h following 3alpha-diol and 5alpha-DHT stimulation were analyzed using cDNA-based membrane arrays to define the temporal regulation of ARGs. Array analysis identified 217 and 219 androgen-modulated genes in at least one time point following 3alpha-diol and 5alpha-DHTstimulation, respectively, including key regulators of cell proliferation. Only a subset of these genes (143) was regulated by both androgens. These data suggest that 3alpha-diol exerts androgenic effects independent of the action of 5alpha-DHT in steroid target tissues. Accordingly, 3alpha-diol might activate cell proliferation cascades independent of AR pathway in the prostate.

Androstane-3,17-diol↗

PubMed2004

A distinct multicytokine profile is associated with anti-cyclical citrullinated peptide antibodies in patients with early untreated inflammatory arthritis.

OBJECTIVE: Early inflammatory arthritis is clinically heterogenous and biologically-based indicators are needed to distinguish severe from self-limited disease. Anti-cyclical citrullinated peptides (CCP) have been identified as potential prognostic markers in early arthritis cohorts. Since cytokine networks are known to play a critical role in the pathogenesis of rheumatoid arthritis (RA) and other forms of inflammatory arthritis, a panel of pro- and antiinflammatory cytokines was measured to identify biologically-based subsets of early arthritis, relating cytokine profiles to clinical measures and to the presence of RA-associated autoantibodies. METHODS: Plasma concentrations of cytokines [interleukin 1beta (IL-1beta), IL-2, IL-4, IL-5, IL-6, IL-7, CXCL8 (IL-8), IL-10, IL-12p70, IL-13, IL-17, granulocyte-colony stimulating factor (G-CSF), granulocyte macrophage-colony stimulating factor (GM-CSF), interferon-g (IFN-g), CCL2 (monocyte chemoattractant protein-1, MCP-1), CCL4 (MIP-1beta), and tumor necrosis factor-a (TNF-a)] were measured in patients with early, untreated inflammatory arthritis [symptom duration < or = 12 months; > or = 1 swollen joint; RA, n = 41; undifferentiated arthritis (UA), n = 23]. Cytokine expression patterns were determined using cluster analysis. RESULTS: Both pro- and antiinflammatory cytokines were elevated in patients over controls (n = 21). RA clustered into subgroups based solely on cytokine profiles. The "mild" RA subgroup (n = 23) had higher CCL4 (MIP-1beta), CXCL8 (IL-8), IL-2, IL-12, IL-17, IL-5, and IL-10 levels, lower IL-6, IFN-g, GM-CSF, and IL-4 levels, less CCP positivity (52% vs 82%; p < 0.05), and lower CCP titers [71 (78) vs 153 (94); p < 0.01], but similar erythrocyte sedimentation rate, C-reactive protein, and joint counts compared to the "severe" RA groups. CCL4 (MIP-1beta), IL-13, IL-12, TNF-a, and IL-4 best distinguished the groups. Combining UA with RA samples preserved cytokine subgroups and strengthened the autoantibody associations. Fewer UA patients in the "mild" cluster (n = 16) were RF-positive (24% vs 100%; p < 0.002) or CCP-positive (24% vs 66%; p < 0.08) compared to the "severe" group. CONCLUSION: Early untreated inflammatory arthritis can be categorized into distinct subgroups based on cytokine profiles. These subgroups are associated with CCP and RF autoantibodies. Integration of cytokine profiles with autoantibody status may assist prognostication and treatment decisions in these patients.

Analysis of Variance↗

PubMed2003

Connective molecular pathways of experimental bladder inflammation.

Inflammation is an inherent response of the organism that permits its survival despite constant environmental challenges. The process normally leads to recovery from injury and to healing. However, if targeted destruction and assisted repair are not properly phased, chronic inflammation can result in persistent tissue damage. To better understand the inflammatory process, we recently introduced a profiling methodology to identify common genes involved in bladder inflammation. The method represents a complementation to the classic quantification of inflammation and provides information regarding the early, intermediate, and late events in gene regulation. However, gene profiling fails to describe the molecular pathways and their interconnections involved in the particular inflammatory response. The present work introduces a new statistical technique for inferring functional interconnections between inflammatory pathways underlying classic models of bladder inflammation and permits the modeling of the inflammatory network. This new statistical method is based on variants of cluster analysis, Boolean networking, differential equations, Bayesian networking, and partial correlation. By applying partial correlation analysis, we developed mosaics of gene expression that permitted a global visualization of common and unique pathways elicited by different stimuli. The significance of these processes was tested from both biological and statistical viewpoints. We propose that connective mosaic may represent the necessary simplification step to visualize cDNA array results.

Animals↗

PubMed2003

Novel approaches to gene expression analysis of active polyarticular juvenile rheumatoid arthritis.

Juvenile rheumatoid arthritis (JRA) has a complex, poorly characterized pathophysiology. Modeling of transcriptosome behavior in pathologic specimens using microarrays allows molecular dissection of complex autoimmune diseases. However, conventional analyses rely on identifying statistically significant differences in gene expression distributions between patients and controls. Since the principal aspects of disease pathophysiology vary significantly among patients, these analyses are biased. Genes with highly variable expression, those most likely to regulate and affect pathologic processes, are excluded from selection, as their distribution among healthy and affected individuals may overlap significantly. Here we describe a novel method for analyzing microarray data that assesses statistically significant changes in gene behavior at the population level. This method was applied to expression profiles of peripheral blood leukocytes from a group of children with polyarticular JRA and healthy control subjects. Results from this method are compared with those from a conventional analysis of differential gene expression and shown to identify discrete subsets of functionally related genes relevant to disease pathophysiology. These results reveal the complex action of the innate and adaptive immune responses in patients and specifically underscore the role of IFN-gamma in disease pathophysiology. Discriminant function analysis of data from a cohort of patients treated with conventional therapy identified additional subsets of functionally related genes; the results may predict treatment outcomes. While data from only 9 patients and 12 healthy controls was used, this preliminary investigation of the inflammatory genomics of JRA illustrates the significant potential of utilizing complementary sets of bioinformatics tools to maximize the clinical relevance of microarray data from patients with autoimmune disease, even in small cohorts.

Journal Article↗

PubMed2003

Pyrin binds the PSTPIP1/CD2BP1 protein, defining familial Mediterranean fever and PAPA syndrome as disorders in the same pathway.

Pyrin, the familial Mediterranean fever protein, is found in association with the cytoskeleton in myeloid/monocytic cells and modulates IL-1beta processing, NF-kappaB activation, and apoptosis. These effects are mediated in part through cognate interactions with the adaptor protein ASC, which shares an N-terminal motif with pyrin. We sought additional upstream regulators of inflammation by using pyrin as the bait in yeast two-hybrid assays. We now show that proline serine threonine phosphatase-interacting protein [PSTPIP1, or CD2-binding protein 1 (CD2BP1)], a tyrosine-phosphorylated protein involved in cytoskeletal organization, also interacts with pyrin. Recently, PSTPIP1/CD2BP1 mutations were shown to cause the syndrome of pyogenic arthritis, pyoderma gangrenosum, and acne (PAPA), a dominantly inherited autoinflammatory disorder mediated predominantly by granulocytes. Endogenous PSTPIP1/CD2BP1 and pyrin are coexpressed in monocytes and granulocytes and can be coimmunoprecipitated from THP-1 cells. The B box segment of pyrin was necessary and the B box/coiled-coil segment sufficient for this interaction, whereas the SH3 and coiled-coil domains of PSTPIP1/CD2BP1 were both necessary, but neither was sufficient, for pyrin binding. The Y344F PSTPIP1/CD2BP1 mutation, which blocks tyrosine phosphorylation, was associated with a marked reduction in pyrin binding in pervanadate-treated cells. PAPA-associated A230T and E250Q PSTPIP1/CD2BP1 mutations markedly increased pyrin binding as assayed by immunoprecipitation and, relative to WT, these mutants were hyperphosphorylated when coexpressed with c-Abl kinase. Consistent with the hypothesis that these mutations exert a dominant-negative effect on the previously reported activity of pyrin, we found increased IL-1beta production by peripheral blood leukocytes from a clinically active PAPA patient with the A230T PSTPIP1/CD2BP1 mutation and in cell lines transfected with both PAPA-associated mutants.

Cell Cycle Proteins↗

PubMed2003

Characterization and analysis of the proximal Janus kinase 3 promoter.

Janus kinase 3 (Jak3) is a nonreceptor tyrosine kinase essential for signaling via cytokine receptors that comprise the common gamma-chain (gammac), i.e., the receptors for IL-2, IL-4, IL-7, IL-9, IL-15, and IL-21. Jak3 is preferentially expressed in hemopoietic cells and is up-regulated upon cell differentiation and activation. Despite the importance of Jak3 in lymphoid development and immune function, the mechanisms that govern its expression have not been defined. To gain insight into this issue, we set out to characterize the Jak3 promoter. The 5'-untranslated region of the Jak3 gene is interrupted by a 3515-bp intron. Upstream of this intron and the transcription initiation site, we identified an approximately 1-kb segment that exhibited lymphoid-specific promoter activity and was responsive to TCR signals. Truncation of this fragment revealed that core promoter activity resided in a 267-bp fragment that contains putative Sp-1, AP-1, Ets, Stat, and other binding sites. Mutation of the AP-1 sites significantly diminished, whereas mutation of the Ets sites abolished, the inducibility of the promoter construct. Chromatin immunoprecipitation assays showed that histone acetylation correlates with mRNA expression and that Ets-1/2 binds this region. Thus, transcription factors that bind these sites, especially Ets family members, are likely to be important regulators of Jak3 expression.

5' Untranslated Regions↗

PubMed2003

Human transthyretin intronic open reading frames are not independently expressed in vivo or part of functional transcripts.

The human transthyretin (TTR) gene encodes a protein composed of four identical subunits with an important role in the plasma transport of thyroid hormone T4 and retinol. TTR spans 7.6 kilobases and consists of four exons. Two independent open reading frames (ORFs) with putative regulatory sequences have been described in the first and third introns, but their function--if any--is unknown. We have screened human cDNA libraries to determine if these sequences are transcribed. Transcripts of both ORFs were found in liver, pancreas and brain. Hybridization of the two sequences with multiple-tissue Northern blots further confirmed these results and revealed transcript sizes of approximately 1.5 and approximately 2.2 kb for ORF 1, and approximately 5.2 and approximately 7.8 kb for ORF 2. Rapid Amplification of cDNA Ends (RACE) was performed to characterize the full-length cDNAs containing each sequence. All products containing the ORFs were continuous in the genomic sequence corresponding to unspliced or partially spliced TTR. No evidence was found for novel transcripts containing productively spliced products of either ORF, or for shorter transcripts using the promoter and polyadenylation signals associated with them. ORF 1 RACE products identified in liver, pancreas and brain correspond to TTR transcripts in which intron 1 had not been removed; the transcripts containing ORF 2 may represent TTR hnRNA. Neither ORF is productively expressed as part of a larger transcript, or as an independent polypeptide.

Base Sequence↗

PubMed2003

Neurokinin 1 receptors and neprilysin modulation of mouse bladder gene regulation.

Neurokinin 1 (NK(1)) receptors play a fundamental role in neurogenic inflammation. We sought to determine the mechanisms downstream from NK(1) receptor (NK(1)R) activation using cDNA arrays and a novel statistical method to analyze gene expression. We used female NK(1)R(-/-) and wild-type (WT) mice that were sensitized actively by intraperitoneal injections of dinitrophenol 4 (DNP(4))-human serum albumin. Cystitis was induced by intravesical instillation of antigen of DNP(4)-ovalbumin, and control mice were challenged with saline. At 1, 4, and 24 h after instillation, bladders were removed for 1) RNA extraction (n = 3), 2) replicate of RNA extraction (n = 3), and 3) morphological analysis (n = 6). For cDNA array experiments, three bladders from each group were homogenized, and total RNA was obtained. DNase-treated RNA was reverse-transcribed to cDNA, labeled with [alpha-(32)P]dATP and hybridized to Atlas Mouse 1.2 Arrays (Clontech). After calculating the mean and SD for background spots, each experimental value was assigned a normalized score S using the formula S' = (S - Av)/SD, where S' is the original pixel value, and Av and SD are the mean and standard deviation of background spots, respectively. Only genes that expressed 3 SD values above background were used. Hypervariable genes were sorted by cluster analysis. Matrices of correlation coefficients were calculated and represented in a connectivity mosaic. As results, we found that in WT mice the most prominent gene cluster had neprilysin in a central position and positively correlated to a group of activator protein-1 (AP-1)-responsive genes, including laminin-alpha3, tissue plasminogen activator 11, fos-B, and TNF-beta. In WT mice, antigen-induced bladder inflammation led to a downregulation in neprilysin expression. In contrast, NK(1)R(-/-) mice failed to mount an inflammatory reaction and presented neprilysin negatively correlated with the same genes described in WT. In conclusion, this work indicates an overriding participation of NK(1)R and neprilysin in bladder inflammation, provides a working model for the involvement of AP-1 transcription factor, and evokes testable hypotheses regarding the role of NK(1)R and neprilysin in inflammation.

Animals↗

PubMed2003

An associative analysis of gene expression array data.

MOTIVATION: We face the absence of optimized standards to guide normalization, comparative analysis, and interpretation of data sets. One aspect of this is that current methods of statistical analysis do not adequately utilize the information inherent in the large data sets generated in a microarray experiment and require a tradeoff between detection sensitivity and specificity. RESULTS: We present a multistep procedure for analysis of mRNA expression data obtained from cDNA array methods. To identify and classify differentially expressed genes, results from standard paired t-test of normalized data are compared with those from a novel method, denoted an associative analysis. This method associates experimental gene expressions presented as residuals in regression analysis against control averaged expressions to a common standard-the family of similarly computed residuals for low variability genes derived from control experiments. By associating changes in expression of a given gene to a large family of equally expressed genes of the control group, this method utilizes the large data sets inherent in microarray experiments to increase both specificity and sensitivity. The overall procedure is illustrated by tabulation of genes whose expression differs significantly between Snell dwarf mice (dw/dw) and their phenotypically normal littermates (dw/+, +/+). Of the 2,352 genes examined only 450-500 were expressed above the background levels observed in nonexpressed genes and of these 120 were established as differentially expressed in dwarf mice at a significance level that excludes appearance of false positive determinations.

Algorithms↗

PubMed2003

Decreased glycogen synthase kinase 3-beta levels and related physiological changes in Bacillus anthracis lethal toxin-treated macrophages.

The lethal factor (LF) component of Bacillus anthracis lethal toxin (LeTx) cleaves mitogen activated protein kinase kinases (MAPKKs) in a variety of different cell types, yet only macrophages are rapidly killed by this toxin. The reason for this selective killing is unclear, but suggests other factors may also be involved in LeTx intoxication. In the current study, DNA membrane arrays were used to identify broad changes in macrophage physiology after treatment with LeTx. Expression of genes regulated by MAPKK activity did not change significantly, yet a series of genes under glycogen synthase kinase-3-beta (GSK-3beta) regulation changed expression following LeTx treatment. Correlating with these transcriptional changes GSK-3beta was found to be below detectable levels in toxin-treated cells and an inhibitor of GSK-3beta, LiCl, sensitized resistant IC-21 macrophages to LeTx. In addition, zebrafish embryos treated with LeTx showed signs of delayed pigmentation and cardiac hypertrophy; both processes are subject to regulation by GSK-3beta. A putative compensatory response to loss of GSK-3beta was indicated by differential expression of three motor proteins following toxin treatment and Kif1C, a motor protein involved in sensitivity to LeTx, increased expression in toxin-sensitive cells yet decreased in resistant cells following toxin treatment. Differential expression of microtubule-associating proteins and a decrease in the level of cellular tubulin were detected in LeTx-treated cells, both of which can result from loss of GSK-3beta activity. These data provide new information on LeTx's overall influence on macrophage physiology and suggest loss of GSK-3beta contributes to cytotoxicity.

Animals↗