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Over the past 30 years, much effort and financial support have been invested in the fight against cancer, yet cancer still represents the leading cause of death in the world. Conventional therapies for treatment of cancer are predominantly directed against tumor cells. Recently however, new treatments options have paid more attention to exploiting the advantage of targeting the tumor stroma instead.
Vaccinia virus (VACV) has played an important role in human medicine since the 18th century as a vaccination against smallpox. In our laboratory, the recombinant, replication-competent vaccinia virus, GLV-1h68, was shown to enter, colonize and destroy cancer cells both in cell culture, and in vivo, in xenograft models (Zhang, Yu et al. 2007). In addition, combined therapy of GLV-1h68 and anti-VEGF immunotherapy significantly enhanced antitumor therapy in vivo (Frentzen, Yu et al. 2009).
In this study, we constructed several new recombinant VACVs carrying genes encoding different antibodies against fibroblast activation protein (FAP) in stroma (GLV-1h282), nanobody against the extracellular domain of epidermal growth factor receptor (EGFR, GLV-1h442) or antibodies targeting both vascular endothelial growth factor (VEGF) and EGFR (GLV-1h444) or targeting both VEGF and FAP (GLV-1h446).
The expression of the recombinant proteins was first verified using protein analytical methods, SDS-gel electrophoresis, Western blot analysis, immunoprecipitation (IP) assays and ELISA assays. The proteins were detected after infection of the cells with the different VACVs and the recombinant proteins purified by affinity adsorption. The purified antibodies were shown to specifically bind to their respective antigens.
Secondly, the infection and replication capability of all the virus strains was analyzed in cell culture using several human tumor cell lines (A549, FaDu or DU145), revealing that all the new recombinant VACVs were able to infect cancer cells with comparable efficiency to the parental viruses from which they were derived.
Thirdly, the antitumor efficacy of the new recombinant VACVs was evaluated in vivo using several human cancer xenograft models in mice. In A549 and DU145 xenografts, the new recombinant VACVs exhibited an enhanced therapeutic efficacy compared to GLV-1h68 with no change in toxicity in mice. In the FaDu xenograft, treatment with GLV-1h282 (anti-FAP) significantly slowed down the speed of tumor growth compared to GLV-1h68. Additionally, treatment with the recombinant VACVs expressed the various antibodies achieved comparable or superior therapeutic effects compared to treatment with a combination of GLV-1h68 and the commercial therapeutic antibodies, Avastin, Erbitux or both.
Next, the virus distribution in tumors and organs of treated mice was evaluated. For most of the viruses, the virus titer in tumors was not signficantly diffferent than GLV-1h68. However, for animals treated with GLV-1h282, the virus titer in tumors was significantly higher than with GLV-1h68. This may be the reason for enhanced antitumor efficacy of GLV-1h282 in vivo.
Lastly, the underlying mechanisms of therapeutic antibody-enhanced antitumor effects were investigated by immunohistochemistry. Blood vessels density and cell proliferation in tumors were suppressed after treatment with the antibody-encoded VACVs. The results indicated that the suppression of angiogenesis or cell proliferation in tumors may cause the observed therapeutic effect.
In conclusion, the results of the studies presented here support the hypothesis that the treatment of solid tumors with a combination of oncolytic virotherapy and immunotherapy has an additive effect over each treatment alone. Moreover, expression of the immunotherapeutic antibody by the oncolytic VACV locally in the tumor enhances the antitumor effect over systemic treatment with the same antibody. Combined, these results indicate that therapy with oncolytic VACVs expressing-therapeutic antibodies may be a promising approach for the treatment of cancer.
Oncolytic virotherapy represents a promising approach to revolutionize cancer therapy. Several preclinical and clinical trials display the safety of oncolytic viruses as wells as their efficiency against solid tumors. The development of complementary diagnosis and monitoring concepts as well as the optimization of anti-tumor activity are key points of current virotherapy research. Within the framework of this thesis, the diagnostic and therapeutic prospects of beta-glucuronidase expressed by the oncolytic vaccinia virus strain GLV-1h68 were evaluated. In this regard, a beta-glucuronidase-based, therapy-accompanying biomarker test was established which is currently under clinical validation. By using fluorescent substrates, the activity of virally expressed beta-glucuronidase could be detected and quantified. Thereby conclusions about the replication kinetics of oncolytic viruses in animal models and virus-induced cancer cell lysis could be drawn. These findings finally led to the elaboration and establishment of a versatile biomarker assay which allows statements regarding the replication of oncolytic viruses in mice based on serum samples. Besides the analysis of retrospective conditions, this test is able to serve as therapy-accompanying monitoring tool for virotherapy approaches with beta-glucuronidase-expressing viruses. The newly developed assay also served as complement to routinely used plaque assays as well as reference for virally expressed anti-angiogenic antibodies in additional preclinical studies. Further validation of this biomarker test is currently taking place in the context of clinical trials with GL-ONC1 (clinical grade GLV-1h68) and has already shown promising preliminary results. It was furthermore demonstrated that fluorogenic substrates in combination with beta-glucuronidase expressed by oncolytic viruses facilitated the optical detection of solid tumors in preclinical models. In addition to diagnostic purposes, virus-encoded enzymes could also be combined with prodrugs resulting in an improved therapeutic outcome of oncolytic virotherapy. In further studies, the visualization of virus-induced immune reactions as well as the establishment of innovative concepts to improve the therapeutic outcome of oncolytic virotherapy could be accomplished. In conclusion, the results of this thesis provide crucial findings about the influence of virally expressed beta-glucuronidase on various diagnostic concepts in the context of oncolytic virotherapy. In addition, innovative monitoring and therapeutic strategies could be established. Our preclinical findings have important clinical influence, particularly by the development of a therapy-associated biomarker assay which is currently used in different clinical trials.
Protection of healthy tissues from infection with systemically administered vaccinia virus strains
(2012)
Oncolytic virotherapy using recombinant vaccinia virus strains is a promising approach for the treatment of cancer. To further improve the safety of oncolytic vaccinia viruses, the cellular microRNA machinery can be applied as the host’s own security mechanism to avoid unwanted viral replication in healthy tissues. MicroRNAs are a class of small single-stranded RNAs which due to their ability to mediate post-transcriptional gene-silencing, play a crucial role in almost every regulatory process in cellular metabolism. Different cancers display unique microRNA expression patterns, showing significant up- or downregulation of endogenously expressed microRNAs. Furthermore, the behavior of cancer cells can be altered by either adding microRNAs known to inhibit cancer cell spread and proliferation or suppressing cancer promoting microRNAs (oncomirs) making microRNAs promising targets for cancer gene therapy. The cell’s own RNAi machinery can also be utilized to control viral replication due to the virus dependence on the host cell replication machinery, a process controlled by microRNAs. GLV-1h68 is a replication-competent recombinant oncolytic vaccinia virus constructed and generated by Genelux Corp., San Diego, CA, USA which carries insertions of three reporter gene cassettes for detection and attenuation purposes and is currently being evaluated for cancer treatment in clinical trials. Though there are hardly any side effects found in GLV-1h68 mediated oncolytic therapy an increased tropism for replication exclusively in cancer cells is desirable. Therefore it was investigated whether or not further cancer cell specificity of a recombinant vaccinia virus strain could be obtained without compromising its oncolytic activity using microRNA interference. Let-7a is a well characterized microRNA known to be expressed in high levels in healthy tissues and strongly downregulated in most cancers. To control vaccinia virus replication rates, four copies of the mature human microRNA let-7a target sequence were cloned behind the stop codon in the 3’end of the vaccinia virus D4R gene, using a GLV-1h68 derivative, GLV-1h190, as parental strain yielding the new recombinant virus strain GLV-1h250. The D4R gene belongs to the group of early transcribed vaccinia genes and encodes an essential enzyme, uracil DNA glycosylase, which catalyzes the removal of uracil residues from double-stranded DNA. A defect in D4R prevents vaccinia virus from entering into the intermediate and late phase of replication, leading to an aborted virus replication. After expression of the microRNA target sequence from the vaccinia virus genome, the endogenously expressed microRNA-let-7a should recognize its target structure within the viral mRNA transcript, thereby binding and degrading the viral mRNA which should lead to a strong inhibition of the virus replication in healthy cells. GLV-1h250 replication rates in cancerous A549 lung adenocarcinoma cells, which show a strong down-regulation of microRNA let-7a, was comparable to the replication rates of its parental strain GLV-1h190 and the control strain GLV-1h68. In contrast, GLV-1h250 displayed a 10-fold decrease in viral replication in non-cancerous ERC cells when compared to GLV-1h190 and GLV-1h68. In A549 tumor bearing nude mice GLV-1h250 replicated exclusively in the tumorous tissue and resulted in efficient tumor regression without adverse effects leading to the conclusion that GLV-1h250 replicates preferentially in cancerous cells and tissues, which display low endogenous let-7a expression levels.
Prohibitin 1 (PHB1) is a highly conserved protein that together with its homologue prohibitin 2 (PHB2) mainly localizes to the inner mitochondrial membrane. Although it was originally identified by its ability to inhibit G1/S progression in human fibroblasts, its role as tumor suppressor is debated. To determine the function of prohibitins in maintaining cell homeostasis, we generated cancer cell lines expressing prohibitin-directed shRNAs. We show that prohibitin proteins are necessary for the proliferation of cancer cells. Down-regulation of prohibitin expression drastically reduced the rate of cell division. Furthermore, mitochondrial morphology was not affected, but loss of prohibitins did lead to the degradation of the fusion protein OPA1 and, in certain cancer cell lines, to a reduced capability to exhibit anchorage-independent growth. These cancer cells also exhibited reduced adhesion to the extracellular matrix. Taken together, these observations suggest prohibitins play a crucial role in adhesion processes in the cell and thereby sustaining cancer cell propagation and survival.
Ungeachtet der enormen Entwicklung in Krebsdiagnostik und -Therapie in den letzten Jahren, sind vollständige Heilungsaussichten weiterhin gering und die aktuellen Behandlungsmethoden oftmals mit schwerwiegenden Nebeneffekten verbunden. Aufgrund dessen sind alternative Behandlungsmethoden unbedingt erforderlich und führten zu einer zunehmenden Bedeutung des Vaccinia-Virus als onkolytisches Virus in der Krebstherapie. In der vorliegenden Arbeit wurden zwei mögliche Therapieansätze zur Verstärkung der onkolytischen Effekte in humanen Tumormodellen untersucht. Die Kombination einer gene-directed enzyme prodrug Therapie (GDEPT) mit dem onkolytischen Vaccinia-Virus GLV 1h68 sollte zur Selektivitätssteigerung eines ß-Galaktosidase-aktivierbaren, cytotoxisch-aktiven Drugs führen. Darüber hinaus diente das für MCP-1 codierende Vaccinia-Virus GLV-1h80, zielend auf eine Cytokin-vermittelten Immuntherapie, als Vektor zur spezifischen Beeinflussung des intratumoralen Chemokin-Netzwerks. Im Zuge der GDEPT wurde in dieser Arbeit ein, durch enzymatische Deglykosylierug aktivierbares Prodrug, basierend auf dem cytotoxischem Antibiotikum Duocarmycin SA verwendet. Durch eine Infektion mit GLV-1h68 und einer resultierenden Expression des aktivierenden Enzyms ß-Galaktosidase, sollte eine Umwandlung des Prodrugs in ein cytotoxisches Drug erfolgen. In vitro Infektionsstudien zeigten ein nahezu identisches Replikationsverhalten des Vaccinia-Virus GLV-1h68 und des als Kontrollvirus dienenden rVACV GLV-1h43 in humanen GI-101A-Brustkrebszellen. Die Expression der beiden Reporter-Gene Ruc-GFP sowie ß-Galaktosidase konnten auf Protein-Ebene und mittels RT-PCR nach Infektion mit GLV-1h68 nachgewiesen werden. GLV-1h43-Infektion von GI-101A-Zellen führte zu GFP-Expression, jedoch nicht zur Expression des Enzyms ß Galaktosidase. Untersuchung der Enzym-Aktivität in Zelllysaten und Zellkultur-Überständen zeigten nach Infektion mit GLV 1h68 steigende Menge zellulär assoziierter und freier ß-Galaktosidase. Des Weiteren wurde durch Koinkubation von GI-101A-Zellen mit Virus-freien, ß Galaktosidase-haltigen Zelllysaten bzw. –überständen und Prodrug eine Aktivierung des Prodrugs durch das Virus codierte Enzym nachgewiesen. Diese Koinkubation führte zur Abtötung der Zellen. Nach Inkubation mit Proben mock- oder GLV 1h43-infizierter Zellen konnte keiner Veränderung der Proliferationsrate von GI-101A-Zellen gefunden werden. Kombinierte Behandlung von GI 101A-Zellen mit Viren des Stammes GLV 1h68 und Prodrug führte zu starken Synergieeffekten bei der Abtötung der Zellen und wies einen Bystander Effekt der Kombinationstherapie nach. Dieser konnte in 4 weiteren humanen und 2 Hunde-Brustkrebszellen bestätigt werden. Der erzielte Bystander-Effekt zeigt, dass es nach Virus-induzierter ß-Galaktosidase-Expression in GLV 1h68-infizierten Zellen zu einer enzymatischen Spaltung des Prodrugs in das cytotoxische seco-Analogon des Antibiotikums Duocarmycin SA kommt. Durch die Membrangängigkeit des Drugs konnte auch in angrenzenden uninfizierten Zellen eine Wirkung erzielt werden. Anhand von Expressionsanalysen an Apoptose-assoziierten Proteinen, wie PARP und Caspasen, wurde eine Wirkung des Prodrugs über den intrinsischen Apoptose-Signalweg nachgewiesen. In athymischen Nude-Mäusen durchgeführte Replikationsanalysen und X-Gal-Färbungen GLV 1h68 infizierter Tumore nach Prodrug-Behandlung zeigten, dass GLV-1h68 ungeachtet der simultanen Behandlung mit Prodrug im Tumorgewebe repliziert und es nicht zur Anreicherung lacZ-negativer Virusmutanten kommt. Es konnten, durch Prodrug-Behandlung und einer simultanen Expression aktiver ß Galaktosidase, starke synergistische Effekte und eine signifikante Steigerung der Tumorregression erzielt werden. Da die Kombinationstherapie zu keinerlei Unterschieden in Gewicht und Gesundheitszustand behandelter Versuchstiere führte, konnte eine systemische Toxizität außerhalb des Tumorgewebes ausgeschlossen werden. Verschiedene Zelllinien weisen Unterschiede in ihrer Sensitivität gegenüber der onkolytischen Aktivität von Vaccinia-Virus GLV-1h68 auf. Während einige Zelllinien trotz Virus-Behandlung unverändertes Proliferationsverhalten zeigen (non- oder poor-responder), führt diese Behandlung in anderen Zelllinien zu einer vollständigen Tumorregression (responder). In Anbetracht dieser Unterschiede wurden in dieser Arbeit die Effekte einer induzierten Expression des murinen Chemokins MCP-1 in GI-101A-Tumoren (responder) und HT29-CBG-Tumoren (poor-responder) untersucht. MCP-1 zeichnet sich durch seine chemotaktischen Eigenschaften gegenüber mononukleärer Zellen aus und führt zu pleiotropen Tumor-Effekten. Replikationsstudien am Virus GLV-1h80 und des als Kontrollvirus dienenden rVACV GLV-1h68 zeigten, dass aus der Expression des Fremd-Gens mcp-1 sowohl in vitro als auch in vivo keinerlei negativen Effekte auf das Replikationsverhalten in humanen GI-101A- und HT29-CBG-Zellen resultieren. Durch Real-time Monitoring der GFP-Expression im Tumorgewebe lebender Tiere konnte zunächst eine mit dem Infektionsverlauf zunehmende Signalstärke beobachtet werden, welche dann 42 dpi an Intensität verlor. Toxizität und schädliche Nebeneffekte durch Infektion mit den beiden rVACV konnten anhand der viralen Titer in den Organen der Maus ausgeschlossen werden. Die Titer wiesen auf eine ausschließlich auf das Tumorgewebe begrenzte Replikation der Viren nach Injektion in Tumor-tragende Tiere hin. Die Expression des Chemokins MCP-1 wurde sowohl auf transkriptioneller als auch auf translationeller Ebene in GLV-1h80-inifzierten Zellen und im Tumorgewebe GLV 1h80-injizierter Mäuse nachgewiesen. Nach Infektion mit GLV-1h80 konnte eine mit dem Infektionsverlauf zunehmende MCP-1-Expression gezeigt werden. Dabei wurde zudem deutlich, dass nicht nur eine GLV-1h80-Infektion in vivo zu einer Zunahme der intratumoralen MCP-1-Expression führte, sondern eine Vaccinia-Virus-Infektion allein einen Anstieg des Chemokins zu bewirken vermag. Eine Quantifizierung durch ELISA machte Konzentrationsunterschiede von MCP-1 zwischen den Tumormodellen GI-101A und HT29-CBG deutlich. Sowohl in vitro als auch in vivo führte ein GLV-1h80-Infektion zu deutlich niedrigeren Konzentrationen im HT29-CBG-Kolon-Adenokarzinommodell. Ein Nachweis murinen MCP-1 in Blutseren Tumor-tragender Tiere zeigte eine für therapeutische Effekte erwünschte systemische Freisetzung des intratumoral durch die Infektion mit GLV-1h80 gebildeten Chemokins MCP-1. Durch immunhistologische Untersuchungen GLV-1h80-infizierter Zellen und Tumoren konnte diese, mit dem Infektionsverlauf zunehmende MCP-1-Expression bestätigt werden. Die funktionelle Aktivität des rekombinanten Proteins wurde anhand TNF-α-spezifischer ELISA-Analysen überprüft. Dabei zeigte sich eine erhöhte Expression dieses proinflammatorischen Cytokins in GI-101A-Tumoren nach Infektion mit GLV-1h80. Dagegen konnte keine Steigerung der Expression im HT29-CBG-Tumorgewebe nachgewiesen werden. Ein Nachweis des durch proinflammatorische Immunzellen exprimierten Oberlflächenproteins CD14 zeigte ebenfalls einen Anstieg nach Infektion mit GLV-1h80. Auch diese veränderte Expression blieb im poor-Responder-Modell HT29-CBG aus. Die steigende intratumorale Expression der beiden Proteine in GI-101A-Tumoren nach GLV 1h80-Infektion lässt auf eine Zunahme pro-inflammatorischer Immunzellen, basierend auf einer Virus-induzierten MCP-1-Expression schließen. Ein Monitoring der Tumorprogression nach Implantation von GI 101A-Zellen und Injektion der rVACV GLV-1h80 und GLV-1h68 bzw. einer PBS-Injektion führte nach einer anfänglichen Zunahme des Tumorwachstums schließlich bei beiden Viren zu einer Tumorregression. Jedoch konnte durch die GLV-1h80-vermittelte MCP-1-Expression eine Verstärkung der onkolytischen Effekte erzielt werden, welche sich durch eine signifikante Abnahme des Tumorvolumens zeigte. Im HT29-CBG-Modell führten die therapeutischen Effekte durch rVACV GLV-1h80 zwar zu keiner Regression des Tumors, jedoch zeigte sich auch in diesem humanen Tumormodell eine Verstärkung der onkolytischen Effekte nach GLV-1h80-Infektion im Vergleich zu einer GLV 1h68-Behandlung. Durch die GLV-1h80-induzierte Expression des Chemokins MCP-1 konnte somit eine Hemmung des Tumorwachstums auch im poor-Responder-Modell HT29-CBG erzielt werden. Sowohl die Verwendung eines ß-Galaktosidase-aktivierbaren Prodrugs im Zuge einer GDEPT, als auch die Beeinflussung des intratumoralen Chemokin-Netzwerks durch Expression des Chemokins MCP-1 führten in dieser Arbeit zu positiven Synergismus-Effekten in der onkolytischen Virustherapie. Durch künftige Konstruktion eines rVACV, welches sowohl die Expression des Chemokins MCP-1, als auch des prodrug-aktivierenden Enzyms ß-Galaktosidase im Tumorgewebe induziert, könnte in Kombination mit einer Prodrug-Behandlung eine zusätzliche Verstärkung der Effekte erzielt und möglicherweise eine erfolgreiche Virustherapie in bisher schwach ansprechenden poor- bzw. non-Responder-Modellen ermöglicht werden.
Cancer is one of the leading causes of death. 90% of all deaths are caused by the effects of metastases. It is of major importance to successfully treat the primary tumor and metastases. Tumors and metastases often differ in their properties and therefore, treatment is not always successful. In contrast, those therapeutic agents can even promote formation and growth of metastases. Hence, it is indispensable to find treatment options for metastatic disease. One promising candidate represents the oncolytic virus therapy with vaccinia viruses.
The aim of this work was to analyze two cell lines regarding their metastatic abilities and to investigate whether oncolytic vaccinia viruses are useful therapy options. The cell lines used were the human cervical cancer cell line C33A implanted into immune-compromised mice and the murine melanoma cell line B16F10, implanted into immune-competent mice.
The initial point of the investigations was the observation of enlarged lumbar und renal lymph nodes in C33A tumor-bearing mice 35 days post implantation of C33A cells subcutaneously into immune-compromised nude mice. Subsequently, the presence of human cells in enlarged lymph nodes was demonstrated by RT-PCR. To facilitate the monitoring of cancer cell spreading, the gene encoding for RFP was inserted into the genome of C33A cells. In cell culture experiments, it was possible to demonstrate that this insertion did not negatively affect the susceptibility of the cells to virus infection, replication and virus-mediated cell lysis. The analysis of the metastatic process in a xenografted mouse model revealed the continuous progression of lumbar (LN) and renal (RN) lymph node metastasis after C33A-RFP tumor cell implantation. The lymph node volume and the amount of RFP-positive LNs and RNs was increasing from week to week in accordance with the gain of the primary tumor volume. Moreover, the metastatic spread of cancer cells in lymph vessels between lumbar and renal lymph nodes was visualized. Additionally, the haematogenous way of cancer cell migration was demonstrated by RFP positive cancer cells in blood vessels. The haematogenous route of spreading was confirmed by detecting micrometastases in lungs of tumor bearing mice.
The next step was to investigate whether the recombinant oncolytic vaccinia virus GLV-1h68 is a suitable candidate to cure the primary tumor and metastases. Therefore, GLV-1h68 was systemically injected into C33A-RFP tumor bearing mice 21 days after tumor cell implantation. It was demonstrated that the volume of the primary tumor was drastically reduced, and the volume and the amount of RFP positive lumbar and renal lymph nodes were significantly decreasing compared to the untreated control group. Subsequently, this process was analyzed further by investigating the colonization pattern in the C33A-RFP model. It was shown that first the primary tumor was colonized with highest detectable virus levels, followed by LN and RN lymph nodes. Histological analyses revealed the proliferative status of tumor cells in the tumor and lymph nodes, the amount of different immune cell populations and the vascular permeability in primary tumors and lymph nodes having an influence on the colonization pattern of the virus. Whereby, the vascular permeability seems to have a crucial impact on the preferential colonization of tumors compared to lymph node metastases in this tumor model.
C33A turned out to be a useful model to study the formation and therapy of metastases. However, a metastatic model in which the influence of the immune system on tumors and especially on tumor therapy can be analyzed would be preferable. Therefore, the aim of the second part was to establish a syngeneic metastatic mouse model.
Accordingly, the murine melanoma cell line B16F10 was analyzed in immunocompetent mice. First, the highly attenuated GLV 1h68 virus was compared to its parental strain LIVP 1.1.1 concerning infection, replication and cell lysis efficacy in cell culture. LIVP 1.1.1 was more efficient than GLV-1h68 and was subsequently used for following mouse studies. Comparative studies were performed, comparing two different implantation sites of the tumor cells, subcutaneously and footpad, and two different mouse strains, FoxN1 nude and C57BL/6 mice. Implantation into the footpad led to a higher metastatic burden in lymph nodes compared to the subcutaneous implantation site. Finally, the model of choice was the implantation of B16F10 into the footpad of immune-competent C57BL/6 mice. Furthermore, it was inevitable to deliver the virus as efficient as possible to the tumor and metastases. Comparison of two different injection routes, intravenously and intratumorally, revealed, that the optimal injection route was intratumorally. In summary, the murine B16F10 model is a promising model to study the effects of the immune system on vaccinia virus mediated therapy of primary tumors and metastases.
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.