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Background: The frequency of the most observed cancer, Non Hodgkin Lymphoma (NHL), is further rising. Diffuse large B-cell lymphoma (DLBCL) is the most common of the NHLs. There are two subgroups of DLBCL with different gene expression patterns: ABC (“Activated B-like DLBCL”) and GCB (“Germinal Center B-like DLBCL”). Without therapy the patients often die within a few months, the ABC type exhibits the more aggressive behaviour. A further B-cell lymphoma is the Mantle cell lymphoma (MCL). It is rare and shows very poor prognosis. There is no cure yet. Methods: In this project these B-cell lymphomas were examined with methods from bioinformatics, to find new characteristics or undiscovered events on the molecular level. This would improve understanding and therapy of lymphomas. For this purpose we used survival, gene expression and comparative genomic hybridization (CGH) data. In some clinical studies, you get large data sets, from which one can reveal yet unknown trends. Results (MCL): The published proliferation signature correlates directly with survival. Exploratory analyses of gene expression and CGH data of MCL samples (n=71) revealed a valid grouping according to the median of the proliferation signature values. The second axis of correspondence analysis distinguishes between good and bad prognosis. Statistical testing (moderate t-test, Wilcoxon rank-sum test) showed differences in the cell cycle and delivered a network of kinases, which are responsible for the difference between good and bad prognosis. A set of seven genes (CENPE, CDC20, HPRT1, CDC2, BIRC5, ASPM, IGF2BP3) predicted, similarly well, survival patterns as proliferation signature with 20 genes. Furthermore, some bands could be associated with prognosis in the explorative analysis (chromosome 9: 9p24, 9p23, 9p22, 9p21, 9q33 and 9q34). Results (DLBCL): New normalization of gene expression data of DLBCL patients revealed better separation of risk groups by the 2002 published signature based predictor. We could achieve, similarly well, a separation with six genes. Exploratory analysis of gene expression data could confirm the subgroups ABC and GCB. We recognized a clear difference in early and late cell cycle stages of cell cycle genes, which can separate ABC and GCB. Classical lymphoma and best separating genes form a network, which can classify and explain the ABC and GCB groups. Together with gene sets which identify ABC and GCB we get a network, which can classify and explain the ABC and GCB groups (ASB13, BCL2, BCL6, BCL7A, CCND2, COL3A1, CTGF, FN1, FOXP1, IGHM, IRF4, LMO2, LRMP, MAPK10, MME, MYBL1, NEIL1 and SH3BP5; Altogether these findings are useful for diagnosis, prognosis and therapy (cytostatic drugs).
In this thesis, the development of a phylogenetic DNA microarray, the analysis of several gene expression microarray datasets and new approaches for improved data analysis and interpretation are described. In the first publication, the development and analysis of a phylogenetic microarray is presented. I could show that species detection with phylogenetic DNA microarrays can be significantly improved when the microarray data is analyzed with a linear regression modeling approach. Standard methods have so far relied on pure signal intensities of the array spots and a simple cutoff criterion was applied to call a species present or absent. This procedure is not applicable to very closely related species with high sequence similarity because cross-hybridization of non-target DNA renders species detection impossible based on signal intensities alone. By modeling hybridization and cross-hybridization with linear regression, as I have presented in this thesis, even species with a sequence similarity of 97% in the marker gene can be detected and distinguished from related species. Another advantage of the modeling approach over existing methods is that the model also performs well on mixtures of different species. In principle, also quantitative predictions can be made. To make better use of the large amounts of microarray data stored in public databases, meta-analysis approaches need to be developed. In the second publication, an explorative meta-analysis exemplified on Arabidopsis thaliana gene expression datasets is presented. Integrating datasets studying effects such as the influence of plant hormones, pathogens and different mutations on gene expression levels, clusters of similarly treated datasets could be found. From the clusters of pathogen-treated and indole-3-acetic acid (IAA) treated datasets, representative genes were selected which pointed to functions which had been associated with pathogen attack or IAA effects previously. Additionally, hypotheses about the functions of so far uncharacterized genes could be set up. Thus, this kind of meta-analysis could be used to propose gene functions and their regulation under different conditions. In this work, also primary data analysis of Arabidopsis thaliana datasets is presented. In the third publication, an experiment which was conducted to find out if microwave irradiation has an effect on the gene expression of a plant cell culture is described. During the first steps, the data analysis was carried out blinded and exploratory analysis methods were applied to find out if the irradiation had an effect on gene expression of plant cells. Small but statistically significant changes in a few genes were found and could be experimentally confirmed. From the functions of the regulated genes and a meta-analysis with publicly available microarray data, it could be suspected that the plant cell culture somehow perceived the irradiation as energy, similar to perceiving light rays. The fourth publication describes the functional analysis of another Arabidopsis thaliana gene expression dataset. The gene expression data of the plant tumor dataset pointed to a switch from a mainly aerobic, auxotrophic to an anaerobic and heterotrophic metabolism in the plant tumor. Genes involved in photosynthesis were found to be repressed in tumors; genes of amino acid and lipid metabolism, cell wall and solute transporters were regulated in a way that sustains tumor growth and development. Furthermore, in the fifth publication, GEPAT (Genome Expression Pathway Analysis Tool), a tool for the analysis and integration of microarray data with other data types, is described. It consists of a web application and database which allows comfortable data upload and data analysis. In later chapters of this thesis (publication 6 and publication 7), GEPAT is used to analyze human microarray datasets and to integrate results from gene expression analysis with other datatypes. Gene expression and comparative genomic hybridization data from 71 Mantle Cell Lymphoma (MCL) patients was analyzed and allowed proposing a seven gene predictor which facilitates survival predictions for patients compared to existing predictors. In this study, it was shown that CGH data can be used for survival predictions. For the dataset of Diffuse Large B-cell lymphoma (DLBCL) patients, an improved survival predictor could be found based on the gene expression data. From the genes differentially expressed between long and short surviving MCL patients as well as for regulated genes of DLBCL patients, interaction networks could be set up. They point to differences in regulation for cell cycle and proliferation genes between patients with good and bad prognosis.
Several lines of evidence implicate a dysregulation of tryptophan hydroxylase (TPH)-dependent serotonin (5-HT) synthesis in emotions and stress and point to their potential relevance to the etiology and pathogenesis of various neuropsychiatric disorders. However, the differential expression pattern of the two isoforms TPH1 and TPH2 which encode two forms of the rate-limiting enzyme of 5-HT synthesis is controversial. Here, a comprehensive spatio-temporal analysis clarifies TPH1 and TPH2 expression during pre- and postnatal development of the mouse brain and in adult human brain as well as in peripheral organs including the pineal gland. Four different methods (real time PCR, in situ hybridization, immunohistochemistry and Western blot analysis) were performed to systematically control for tissue-, species- and isoform-specific expression on both the pre- and posttranslational level. TPH2 expression was consistently detected in the raphe nuclei, as well as in fibres in the deep pineal gland and in the gastrointestinal tract. Although TPH1 expression was found in these peripheral tissues, no significant TPH1 expression was detected in the brain, neither during murine development, nor in mouse and human adult brain. Also under conditions like stress and clearing the tissue from blood cells, no changes in expression levels were detectable. Furthermore, the reuptake of 5-HT into the presynaptic neuron by the serotonin transporter (SERT) is the major mechanism terminating the neurotransmitter signal. Thus, mice with a deletion in the Sert gene (Sert KO mice) provide an adequate model for human affective disorders to study lifelong modified 5-HT homeostasis in interaction with stressful life events. To further explore the role of TPH isoforms, Tph1 and Tph2 expression was studied in the raphe nuclei of Sert deficient mice under normal conditions as well as following exposure to acute immobilization stress. Interestingly, no statistically significant changes in expression were detected. Moreover, in comparison to Tph2, no relevant Tph1 expression was detected in the brain independent from genotype, gender and treatment confirming expression in data from native animals. Raphe neurons of a brain-specific Tph2 conditional knockout (cKO) model were completely devoid of Tph2-positive neurons and consequently 5-HT in the brain, with no compensatory activation of Tph1 expression. In addition, a time-specific Tph2 inducible (i) KO mouse provides a brain-specific knockdown model during adult life, resulting in a highly reduced number of Tph2-positive cells and 5-HT in the brain. Intriguingly, expression studies detected no obvious alteration in expression of 5-HT system-associated genes in these brain-specific Tph2 knockout and knockdown models. The findings on the one hand confirm the specificity of Tph2 in brain 5-HT synthesis across the lifespan and on the other hand indicate that neither developmental nor adult Tph2-dependent 5-HT synthesis is required for normal formation of the serotonergic system, although Tph1 does not compensate for the lack of 5-HT in the brain of Tph2 KO models. A further aim of this thesis was to investigate the expression of the neuropeptide oxytocin, which is primarily produced in the hypothalamus and released for instance in response to stimulation of 5-HT and selective serotonin reuptake inhibitors (SSRIs). Oxytocin acts as a neuromodulator within the central nervous system (CNS) and is critically involved in mediating pain modulation, anxiolytic-like effects and decrease of stress response, thereby reducing the risk for emotional disorders. In this study, the expression levels of oxytocin in different brain regions of interest (cortex, hippocampus, amygdala, hypothalamus and raphe nuclei) from female and male wildtype (WT) and Sert KO mice with or without exposure to acute immobilization stress were investigated. Results showed significantly higher expression levels of oxytocin in brain regions which are involved in the regulation of emotional stimuli (amygdala and hippocampus) of stressed male WT mice, whereas male Sert KO as well as female WT and Sert KO mice lack these stress-induced changes. These findings are in accordance with the hypothesis of oxytocin being necessary for protection against stress, depressive mood and anxiety but suggest gender-dependent differences. The lack of altered oxytocin expression in Sert KO mice also indicates a modulation of the oxytocin response by the serotonergic system and provides novel research perspectives with respect to altered response of Sert KO mice to stress and anxiety inducing stimuli.
The massive remodeling of the heart tissue, as observed in response to pressure overload or myocardial infarction, is considered to play a causative role in the development of heart failure. Alterations in the heart architecture clearly affect the mechanical properties of the heart muscle, but they are rooted in changes at the cellular level including modulation of gene expression. Together with integrins, the transmembrane receptors linking the extracellular environment to the cytoskeleton, extracellular matrix (ECM) proteins and matricellular proteins are key components of the remodeling process in the heart. Therefore, this thesis was aimed at analysing the role of integrins in the regulation of gene expression and heart muscle performance during cardiac wound repair induced by pressure overload or myocardial infarction (MI). To investigate the contribution of integrin Beta 1, we characterised the response of mice with a conditional, cardiac-specific deletion of the integrin Beta 1 gene in an experimental model of pressure overload by aortic banding (AB). In particular, we measured physiological alterations and gene expression events in the stressed heart in the presence or absence of integrin Beta 1. Interestingly, mice containing a knock-out allele and the ventricular myocyte-specific conditional allele of the integrin Beta 1 gene were born and grew up to adulthood. Though these animals still exhibited minor amounts of integrin Beta1 in the heart (expressed by non-myocytes), these mice displayed abnormal cardiac function and were highly sensitive to AB. Whereas a compensatory hypertrophic response to pressure overload was observed in wildtype mice, the integrin Beta 1-deficient mice were not able to undergo heart tissue remodeling. Furthermore, ECM gene expression was altered and, in particular, the increased expression of the matricellular protein SPARC after AB was abolished in integrin Beta 1–deficient mice. Interestingly, we also found a transient upregulation of SPARC mRNA during heart remodeling after MI using cDNA macroarrays. Indeed, increased SPARC protein levels were observed starting at day 2 (2.55±0.21fold, p<0.01), day 7 (3.72±0.28 fold, p<0.01) and 1 month (1.9±0.16 fold, p<0.01) after MI, which could be abolished by using an integrin alpha v inhibitor in vivo. Immunofluorescence analysis of heart tissue demonstrated that the increased SPARC expression was confined to the infarcted area and occurred together with the influx of fibroblasts into the heart. In vitro, either TGF-Beta 1 or PDGF-BB stimulated SPARC expression by fibroblasts. Inhibition of integrin alpha v did not interfere with TGF-Beta1 or PDGF induced SPARC secretion as determined by ELISA assays or Western blot. However, secretion of TGF-Beta1 and PDGF-BB by cardiomyocytes was induced by vitronectin, a ligand of integrin alpha v, and this response was blocked by the integrin alpga v inhibitor. Functionally, SPARC modulated the migratory response of fibroblasts towards ECM proteins suggesting that the local deposition of SPARC following MI contributes to scar formation. Taken together, our combined in vivo and in vitro data demonstrate that several integrin subunits play critical roles during tissue remodeling in the injured heart. Integrin-dependent gene expression events such as the upregulation of SPARC following MI are critical to orchestrate the healing response. These processes appear to involve complex cross-talk between different cell types such as cardiomyocytes and fibroblasts to allow for locally confined scar formation. The elucidation of the sophisticated interplay between integrins, matricellular proteins such as SPARC, and growth factors will undoubtedly provide us with a better and clinically useful understanding of the molecular mechanisms governing heart remodeling.
Integrins are transmembrane receptors transmitting mechanical signals from the extracellular matrix (ECM) to the cytoskeleton (outside-in-signaling). Many molecular defects in the link between cytoskeleton and ECM are known to induce cardiomyopathies. alpha v integrin appears to play a major role in several processes relevant to remodeling, such as binding and activation of matrix metalloproteinases as well as regulation of cell proliferation, migration, and differentiation. We hypothesized that alpha v integrin-mediated signaling is required for the compensatory hypertrophy after aortic banding (AB) and associated with the modulation of ECM protein expression. Mice were treated in vivo with a specific integrin alpha v inhibitor or vehicle via osmotic minipumps starting 1 day prior to aortic banding (AB). At day 2 and day 7 following AB or sham-operation, the mice were examined by echocardiography and hemodynamic analyses were performed. Treatment of alpha v Integrin inhibitor led to a dilated cardiomyopathy and congestive heart failure in AB mice (dilated left ventricle, depressed LV function, and pulmonary congestion), but not to hypertrophy as observed in mice without inhibitor treatment. Investigation of downstream signaling revealed significant activation of the p38 Mitogen-Activated Protein Kinase (MAPK), the Extracellular signal-Regulated Kinases 1 and 2 (Erk 1/2), Focal Adhesion Kinase (FAK) and tyrosine-phosphorylation of c-Src in mice 7 days after AB. This response was blunted in mice treated with integrin alpha v inhibitor. Microarrays probing for a total of 96 cell adhesion and ECM genes identified various genomic targets of integrin alpha v mediated signalling. 7 days after AB 18 ECM genes were up-regulated more than 2-fold (n=6), e.g. collagen (8.11 ± 2.2), fibronectin (2.32 ± 0.94), secreted protein, acidic and rich in cysteine (SPARC, 3.78 ± 0.12), A disintegrin-like and metalloprotease (reprolysin type) with trombospondin type 1 (Adamts-1, 3.51 ± 0.81) and Tissue inhibitor of metalloproteinase 2 (TIMP2, 2.23 ± 0.98), whereas this up-regulation was abolished in mice that were treatd by integrin alpha v inhibitor via mini pumps. We conclude that signaling downstream of integrin alpha v is mediated by the MAPK, FAK and c-Src pathways leading to an up-regulation of extracelluar matrix components necessary for the compensatory response of the heart under a condition of pressure overload.
In order to test the effects of environmental factors on different characteristics of plant leaf waxes, barley plants (Hordeum vulgare) were abiotically stress treated (exposure to darkness, heavy metal, high salt concentrations and drought), and biotically stressed by the infection with powdery mildew (Blumeria graminis f.sp. hordei; Bgh). Different wax parameters like amount, chemical composition, and micromorphology of epicuticular wax crystals, were investigated. Etiolated leaves of barley showed distinctly reduced wax amounts and modifications in their relative composition. The alterations of these wax parameters might be a result of a developmental delay, which could have been caused by a decreased availability of energy for cellular processes, due to lack of light. Cadmium exposure led to a 1.5-fold increase of wax amount, while chemical composition was unaffected. In drought- and salt-stressed plants, all investigated leaf wax parameters remained unaltered. In each of the abiotic treatments, the microstructure of epicuticular wax crystals, formed as typical platelets, was not modified. Even after 6d infection with powdery mildew (Bgh), neither locally nor systemically enforced modifications of wax features were revealed.
The analyzed leave surfaces, resulting from these four abiotic and the biotic treatment (phenotypic approach), were compared to altered leaf surfaces’ characteristics of 18 analyzed eceriferum (cer-) wax mutants (genotypic approach). Within the screening, 5 mutants were selected which distinctly differed from the wild-type in wax amount, portions of epi- and intracuticular wax fraction, relative chemical composition, crystal morphology, and surface wettability (hydrophobicity).
Apart from quantitative and qualitative effects on the leaf waxes, environmentally enforced modifications in cuticular waxes might be reflected in molecular processes of wax biogenesis. Therefore, a barley wax-microarray was established. 254 genes were selected, which are putatively involved in processes of de novo fatty acid biosynthesis, fatty acid elongation, and modification, and which are supposed to take part in lipid-trafficking between cell compartments, and transport of wax components to the outer cell surface. The regulations within the expression pattern evoked by the respective treatments were correlated with the corresponding analytical wax data, and the observed molecular effects of a 3d powdery mildew infection were compared with succeeding fungal morphogenesis. Etiolation and cadmium exposition pointed to transcriptional modifications in the de novo fatty acid synthesis, and in the screened, transport-related mechanisms, which correlate with respective alterations in surface wax characteristics. Moderate changes in the gene expression pattern, evoked by drought- and salinity-stress, might give hints for evolved adaptations in barley to such common habitat stresses. Theinvasion of powdery mildew into the epidermal host cells was reflected in the regulation of several genes. Beside other functions, these genes take part in pathogen defense, and intracellular component transport, or they encode transcription factors. The different modifications within the molecular responses evoked by the investigated abiotic treatments, and the effects of powdery mildew infection representing a biotic stressor, were compared between the different treatments.
In order to test the potential impact of different wax parameters on Bgh, conidia germination and differentiation was comparably investigated on leaf surfaces of abiotically stressed wild-type and cer-mutants, isolated cuticles, and further artificial surfaces. The rates of conidial development were similar on each of the leaf surfaces resulting from the abiotic treatments, while a significant reduction of the germination and differentiation success was revealed for the wax mutant cer-yp.949. Compared to the wild-type, developmental rates on isolated cuticles and extracted leaf waxes of the mutant cer-yp.949 indicated a modified embedding of cuticular waxes, and a possibly changed three-dimensional structure of the cer-yp.949 cuticle, which might explain the reduced conidial developmental rates on leaf surfaces of this particular mutant.
Experiments with Bgh conidia on mechanically de-waxed leaf surfaces (selective mechanical removal of the epicuticular leaf waxes with glue-like gum arabic, followed by an extraction of the intracuticular wax portion with chloroform) demonstrated the importance of the wax coverage for the germination and differentiation of the fungal conidia. On all dewaxed leaf surfaces, except those of cer-yp.949, the differentiation success of the germlings was significantly reduced, by about 20% (“wax-effect”). This result was verified through an artificial system with increased conidia developmental rates on glass slides covered with extracted leaf waxes. Further comparative tests with the major components of barley leaf wax, hexacosanol and hexacosanal, showed that the germination and differentiation of powdery mildew conidia not only depends on the different chemistry, but is also influenced by the respective surface hydrophobicity. Compared to hexacosanol, on hexacosanal coated glass surfaces, higher germination and differentiation rates were achieved, which correlated with increased levels of surface hydrophobicity. Developmental rates of conidia on hydrophobic foils demonstrated that hydrophobicity, as a sole surface factor, may stimulate the conidial germination and differentiation processes. Moreover, the survival of conidia on artificial surfaces is determined by additional surface derived factors, e.g. the availability of water, and a pervadable matrix.