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Desert ants of the genus Cataglyphis have become model systems for the study of insect navigation. An age-related polyethism subdivides their colonies into interior workers and short-lived light-exposed foragers. While foraging in featureless and cluttered terrain over distances up to several hundred meters, the ants are able to precisely return back to their often inconspicuous nest entrance. They accomplish this enormous navigational performance by using a path integration system - including a polarization compass and an odometer - as their main navigational means in addition to landmark-dependent orientation and olfactory cues. C. fortis, being the focus of the present thesis, is endemic to the salt flats of western North Africa, which are completely avoided by other Cataglyphis species. The fact that Cataglyphis ants undergo a behavioral transition associated with drastically changing sensory demands makes these ants particularly interesting for studying synaptic plasticity in visual and olfactory brain centers. This thesis focuses on plastic changes in the mushroom bodies (MBs) - sensory integration centers supposed to be involved in learning and memory presumably including landmark learning - and in synaptic complexes belonging to the lateral accessory lobe (LAL) known to be a relay station in the polarization processing pathway. To investigate structural synaptic plasticity in the MBs of C. fortis, synaptic complexes (microglomeruli, MG) in the visual (collar) and olfactory (lip) input regions of the MB calyx were immunolabeled and their pre- and postsynaptic profiles were quantified. The results show that a volume increase of the MB calyx during behavioral transition is associated with a decrease of MG number - an effect called pruning - in the collar and, less pronounced, in the lip that goes along with dendritic expansion in MB intrinsic Kenyon cells. Light-exposure of dark-reared ants of different age classes revealed similar effects and dark-reared ants age-matched to foragers had MG numbers comparable to those of interior workers. The results indicate that the enormous structural synaptic plasticity of the MB calyx collar is primarily driven by visual experience rather than by an internal program. Ants aged artificially for up to one year expressed a similar plasticity indicating that the system remains flexible over the entire life-span. To investigate whether light-induced synaptic reorganization is reversible, experienced foragers were transferred back to darkness with the result that their MBs exhibit only some reverse-type characteristics, in particular differences in presynaptic synapsin expression. To investigate the structure of large synaptic complexes in the LAL of C. fortis and to detect potential structural changes, pre- and postsynaptic profiles in interior workers and foragers were immunolabeled and quantified by using confocal imaging and 3D-reconstruction. The results show that these complexes consist of postsynaptic processes located in a central region that is surrounded by a cup-like presynaptic profile. Tracer injections identified input and output tracts of the LAL: projection neurons from the anterior optic tubercle build connections with neurons projecting to the central complex. The behavioral transition is associated with an increase by ~13% of synaptic complexes suggesting that the polarization pathway may undergo some sort of calibration process. The structural features of these synaptic contacts indicate that they may serve a fast and reliable signal transmission in the polarization vision pathway. Behavioral analyses of C. fortis in the field revealed that the ants perform exploration runs including pirouette-like turns very close to the nest entrance for a period of up to two days, before they actually start their foraging activity. During these orientation runs the ants gather visual experience and might associate the nest entrance with specific landmarks or get entrained to other visual information like the polarization pattern, and, concomitantly adapt their neuronal circuitries to the upcoming challenges. Moreover, the pirouettes may serve to stimulate and calibrate the neuronal networks involved in the polarization compass pathway. Video recordings and analyses demonstrate that light experience enhanced the ants’ locomotor activity after three days of exposure. The fact that both the light-induced behavioral and neuronal changes in visual brain centers occur in the same time frame suggests that there may be a link between structural synaptic plasticity and the behavioral transition from interior tasks to outdoor foraging. Desert ants of the genus Cataglyphis possess remarkable visual navigation capabilities, but also employ olfactory cues for detecting nest and food sites. Using confocal imaging and 3D-reconstruction, potential adaptations in primary olfactory brain centers were analyzed by comparing the number, size and spatial arrangement of olfactory glomeruli in the antennal lobe of C. fortis, C. albicans, C. bicolor, C. rubra, and C. noda. Workers of all Cataglyphis species have smaller numbers of glomeruli compared to those of more olfactory-guided Formica species - a genus closely related to Cataglyphis - and to those previously found in other olfactory-guided ant species. C. fortis has the lowest number of glomeruli compared to all other species, but possesses a conspicuously enlarged glomerulus that is located close to the antennal nerve entrance. Males of C. fortis have a significantly smaller number of glomeruli compared to female workers and queens and a prominent male-specific macroglomerulus likely to be involved in sex pheromone communication. The behavioral significance of the enlarged glomerulus in female workers remains elusive. The fact that C. fortis inhabits microhabitats that are avoided by all other Cataglyphis species suggests that extreme ecological conditions may not only have resulted in adaptations of visual capabilities, but also in specializations of the olfactory system. The present thesis demonstrates that Cataglyphis is an excellent candidate for studying the neuronal mechanisms underlying navigational features and for studying neuronal plasticity associated with the ant’s lifelong flexibility of individual behavioral repertoires.
Non-target effects of a multiple insect resistant Bt-maize on the honey bee (Apis mellifera L.)
(2011)
Honey bee pollination is an ecologically and economically important ecosystem service. New methodological developments are needed to research the underlying factors of globally observed bee losses. The honey bee (Apis mellifera) is a key non-target arthropod species for environmental risk assessment of genetically modified (GM) crops. For GM-crop risk assessments, mainly methods for monitoring adult honey bees under laboratory conditions are documented. However, protocols with robust methods for standardized colonies or in vitro reared honey bee larvae are currently lacking. Within the research, presented in this this dissertation, multiple methodological developments are achieved; a mortality trap (Chapter II), a ‘full life cycle test’ (III), a novel in vitro rearing methodology (IV), a standardized in vitro test for Bt-pollen (V), a mixed toxicity test for purified transgenic proteins (VI), and a bacterial flora test with pollen digestion rate monitoring (VII). Overall, the studies did not indicate a detrimental effect caused by Bt-maize pollen, or by purified Bt-proteins at worst case exposure levels. Considering the risk for honey bees and larvae, we conclude that the tested Bt-maize Mon89034xMon88017 is not likely to cause harm to honey bee colonies. The study methods presented are highly recommended for future environmental risk assessment studies testing GM-crop biosafety on honey bees.
Switches in trypanosome differentiation: ALBA proteins acting on post-transcriptional mRNA control
(2011)
Trypanosoma brucei is a digenetic eukaryotic parasite that develops in different tissues of a mammalian host and a tsetse fly. It is responsible for sleeping sickness in sub-saharan Africa. The parasite cycle involves more than nine developmental stages that can be clearly distinguished by their general morphology, their metabolism and the relative positioning of their DNA-containing organelles. During their development, trypanosomes remain exclusively extracellular and encounter changing environments with different physico-chemical properties (nutritional availability, viscosity, temperature, etc.). It has been proposed that trypanosomes use their flagellum as a sensing organelle, in agreement with the established role of structurally-related cilia in metazoa and ciliates. Recognition of environmental triggers is presumed to be at the initiation of differentiation events, leading to the parasite stage that is the best suited to the new environment. These changes are achieved by the modification of gene expression programmes, mostly underlying post-transcriptional control of mRNA transcripts. We first demonstrate that the RNA-binding proteins ALBA3/4 are involved in specific differentiation processes during the parasite development in the fly. They are cytosolic and expressed throughout the parasite cycle with the exception of the stages found in the tsetse fly proventriculus, as shown by both immunofluorescence and live cell analysis upon endogenous tagging with YFP. Knock-down of both proteins in the developmental stage preceding these forms leads to striking modifications: cell elongation, cell cycle arrest and relocalization of the nucleus in a posterior position, all typical of processes acting in parasites found in the proventriculus region. When ALBA3 is over-expressed from an exogenous copy during infection, it interferes with the relocalization of the nucleus in proventricular parasites. This is not observed for ALBA4 over-expression that does not visibly impede differentiation. Both ALBA3/4 proteins react to starvation conditions by accumulating in cytoplasmic stress granules together with DHH1, a recognized RNA-binding protein. ALBA3/4 proteins also partially colocalize with granules formed by polyA+ RNA in these conditions. We propose that ALBA are involved in trypanosome differentiation processes where they control a subset of developmentally regulated transcripts. These processes involving ALBA3/4 are likely to result from the specific activation of sensing pathways. In the second part of the thesis, we identify novel flagellar proteins that could act in sensing mechanisms. Several protein candidates were selected from a proteomic analysis of intact flagella performed in the host laboratory. This work validates their flagellar localization with high success (85% of the proteins examined) and defines multiple different patterns of protein distribution in the flagellum. Two proteins are analyzed during development, one of them showing down-regulation in proventricular stages. The functional analysis of one novel flagellar membrane protein reveals its rapid dynamics within the flagellum but does not yield a visible phenotype in culture. This is coherent with sensory function that might not be needed in stable culture conditions, but could be required in natural conditions during development. In conclusion, this work adds new pieces to the puzzle of identifying molecular switches involved in developmental mRNA control and environmental sensing in trypanosome stages in the tsetse fly.
Alzheimer’s disease (AD) is a progressive neurodegenerative disease of the brain. Today AD is the most common form of dementia in elderly people. It is clinically characterized by a progressive loss of memory and later on a decline in higher cognitive functions. The pathological hallmarks of AD, consistently demonstrated in brain tissue of patients, are extracellular amyloid-β (Aβ plaques, intracellular neurofibrillary tangles of tau protein and a profound loss of mainly cholinergic and glutamatergic synapses and ultimatively neurons. Estimates foresee that more than 80 million individuals will be affected by the disease by 2040 due to population aging worldwide underlining the high medical need for this disease. In order to find suitable drugs for the treatment of AD, experimental model systems are utilized to explore potential drug candidates. Such an experimental system is hippocampal long-term potentiation (LTP), which is widely accepted as an in vitro model of cellular processes fundamentally involved in memory formation. The present thesis focuses on the establishment and validation of LTP in rat hippocampal slices to characterize memory enhancing drugs as a potential treatment of AD. First, a multi-slice recording system was set up enabling stable measurements of LTP for up to seven hours from several slices simultaneously (chapter 2). Then, distinct protocols to induce early and late CA1 LTP, resembling short-term and long-term memory, were established. They were validated by addressing the hallmarks accepted for these forms of LTP: protein-synthesis independence and NMDA receptor dependence without contribution of L-VDCCs for early LTP, as opposed to protein-synthesis and NMDA / L-VDCCs dependence for late LTP (chapter 3). As in AD patients a loss of mainly cholinergic and glutamatergic synapses is obvious, these validated forms of LTP were used to study drugs potentially being able to enhance cholinergic and/or glutamatergic neuronal functions. The effects of two drugs exclusively interfering with cholinergic function on LTP were tested: the α4β2 nicotinic acetylcholinergic receptor agonist TC-1827 (chapter 4) and the acetylcholine esterase inhibitor donepezil (chapter 5). Both drugs were found to increase early LTP, but to not affect late LTP. Furthermore, two drugs exclusively interfering with glutamatergic function were analyzed: the metabotropic glutamate 5 receptor postive allosteric modulator ADX-47273 (chapter 3) and the phosphodiesterase (PDE) 9A inhibitor BAY 73-6691 (chapter 5). ADX-47273 increased late LTP, but had no effect on early LTP, whereas BAY 73-6691 showed enhancing effects on both early and late LTP and even transformed early into late LTP. The same effects like for the PDE9A inhibitor were observed for the α7 nicotinic acetylcholinergic receptor partial agonist SSR180711 (chapter 4), which interferes with both, cholinergic and glutamatergic function. Thus, drugs facilitating glutamatergic function or both glutamatergic and cholinergic function seem to be more efficacious in enhancing LTP than drugs facilitating solely cholinergic function. To evaluate whether this finding also proves true for experimental circumstances mimicking decreased cognitive function together with pathophysiology in AD patients, the ability of the drugs to ameliorate LTP impaired by soluble Aβ oligomer was analyzed (chapter 6). Soluble Aβ oligomers, also referred to as amyloid-β derived diffusible ligands (ADDLs), are thought to a putative cause of AD. Here, they were demonstrated to impair early and late LTP to different extents by exclusively targeting NMDA receptors and/or their signaling. These results further contribute to the hypothesis that soluble Aβ oligomers cause synaptic dysfunction which might lead to cognitive decline seen in AD patients. Regarding drug effects, donepezil and TC-1827 slightly restored ADDLs induced impairment of early LTP, but had no effect on late LTP impaired by ADDLs. In contrast, both, SSR180711 and BAY 73-6691 completely rescued early as well as late LTP impaired by ADDLs. ADX-47273 had no restoring effect on ADDLs induced early LTP impairment, but partially restored late LTP impaired by ADDLs. Thus, the earlier finding of the present thesis was confirmed: drugs facilitating glutamatergic function not only seem to be more efficacious in enhancing LTP than drugs facilitating solely cholinergic function, but are also superior in ameliorating soluble Aβ oligomer induced LTP deficits. Therefore, from a preclinical perspective and based on the results of the present thesis, drugs interfering with glutamatergic function seem to have a high therapeutic potential as alternative treatment concerning cognitive deficits. Probably, they represent more efficacious approaches for the symptomatic treatment of AD than current treatments solely facilitating cholinergic function.
In the last decades, both the incidence and the severity of asthma have steadily increased. Furthermore, available therapies only treat the symptoms but do not cure the disease. Immune modulation induced by TLR agonists may be a promising novel approach to effectively treat asthma as it targets the underlying immunopathology directly rather than one mediator alone. The aim of this thesis was to investigate if the immunostimulatory properties of Toll-like receptor (TLR) agonists can be utilized to develop novel therapeutic intervention strategies for the treatment of asthma using murine models of allergic inflammation. For this purpose five different TLR agonists were tested in preclinical mouse models of acute and chronic asthma, both in preventive and therapeutic settings. Firstly, TLR-2, 3, 4, 7/8 and 9 agonists were delivered intratracheally at different doses before pulmonary allergen exposure in the asthma model of acute inflammation. TLR9 agonist CpG-containing oligodeoxynucleotides (CpG) > TLR7 agonist Resiquimod (R848) > TLR3 agonists poly(I:C) strongly reduced allergen induced airway eosinophilia and IL-4 levels in a dose-dependent manner. All TLR agonists increased neutrophil numbers, TLR4 agonist lipopolysaccharide (LPS) > TLR2 agonist lipoteichonic acid (LTA) > poly(I:C) > CpG > R848 and, with the exception of R848, the amount of pro-inflammatory cytokines in the airways. Suppressive effects were not dependent upon IFN-γ and IL-10 or associated with increased numbers of regulatory T cells in the airways. All TLR agonists, except LTA, similarly reduced airway eosinophilia and IL-4 levels when applied therapeutically after allergen challenge. These results show that the TLR agonists have different suppressive effects on TH2 responses in the airways which further depend on the dose and the experimental setup in which they were tested. Interestingly, all agonists induced airway neutrophilia, albeit to different degrees, raising the question if TLR ligands are safe for human use when applied directly into the lung. Different TLR agonists are also being developed for human use as adjuvants combined with allergen in specific immunotherapy. Recent clinical data suggest that this may be achieved by induction of allergen-specific TH1 responses. For this reason, the ability of different TLR agonists to induce allergen-specific TH1 and suppress allergen-specific TH2 responses in a preclinical setting was investigated in this thesis. Different doses of the TLR agonists were applied together with allergen, then mice were exposed to allergen aerosol. CpG > LPS >LTA dose-dependently strongly suppressed the development of airway eosinophilia with poly(I:C) and R848 having no effect. The decrease in eosinophilic numbers was associated withincreased neutrophils present in the airways. IL-4 and IL-5 levels in the bronchoalveolar lavage fluid were also decreased when poly(I:C), LPS, and CpG were used. All TLR agonists increased allergen-specific IgG2a, and with the exception of poly(I:C), reduced allergen-specific IgE levels in the serum. Cutaneous anaphylaxis to allergen was completely prevented when LPS or CpG were given as adjuvant. The strongest TH1 responses were induced by CpG and poly(I:C), characterized by the presence of IFN-γ in the bronchoalveolar lavage and the highest allergen-specific IgG2a levels in the serum. This data supports approaches to use TLR9 or TLR4 agonists for human therapy as adjuvant in combination with allergen in novel specific immunotherapy formulations. In the last part of the thesis, it was investigated if TLR activation can also affect the pathology of severe chronic asthma. Therapeutic administration of R848 or CpG reduced features of inflammation and remodeling. Both agonists showed superior effects to dexamethasone, with CpG being more efficient than R848. This result again supports a TLR9-based therapy as a viable option for the treatment of severe chronic asthma which may present a potential alternative for anti-inflammatory therapy with steroids. Taken together, the results of this thesis support the use of TLR agonists to treat asthma. The most favorable efficacy/safety ratio is to be expected from TLR-based therapies combining TLR4 or TLR9 agonists with allergen in specific immunotherapy. In regard to TLR agonist monotherapy, R848 and CpG showed the most promising profiles, CpG particularly in a model of severe chronic asthma. However, since all TLR agonists used in this study also showed pro-inflammatory potential, the safety aspect of such an approach needs to be taken into account.
A major goal of the main topics of ecology is to answer the question of how species can co-exist and maintain biodiversity. To understand how community dynamics operate in different spatio-temporal dimensions to govern biodiversity patterns requires a process-based knowledge. Thus, this study focused primarily on biodiversity patterns and ecological processes at both spatial and temporal scales. Spatially, the diversity and similarity of spider communities in high, intermediate, and low strata of beech trees represented a set of age-related effects: Old-growth trees provided unique and distinct resources to spiders and in turn possessed discrete spider compositions. Intra-annually, spider communities in different seasons showed a repeated, predictable temporal dynamics. Inter-annually, comparison revealed that neutral and niche models can operate in tandem, and that both are needed to fully explain the dynamics of arboreal spider assemblages among different canopy strata in this beech forest.
Pluripotency describes the ability of stem cells to form every cell type of the body.. Pluripotent stem cells are e.g. embryonic stem cells (ESCs), but also the so called induced pluripotent stem cells (IPS cells), that are generated by reprogramming differentiated somatic cells into a pluripotent state. Furthermore, it has been shown that spermatogonia (SG) derived from adult testes of mouse or human are pluripotent. Because of their ability to differentiate into every somatic cell type, pluripotent stem cells have a unique status in research and regenerative medicine. For the latter, they offer a valuable opportunity to replace destroyed tissues or organs. For basic research, stem cells represent a useful system to study differentiation or developmental processes that are difficult to access in the physiological situation e.g. during embryogenesis. Both applications, however, require methods that allow efficient and directed differentiation of stem cells into defined specialized cell types. This study first aims to investigate the differentiation potential of SG derived from the teleost fish medaka (Oryzias latipes). My results demonstrate that medaka SG are able to form different somatic cell types, namely adipocytes, melanocytes, osteoblasts, and neurons. This indicates that medake SG have retained a broad differentiation potential suggesting that pluripotency is not restricted to mouse and human SG but might be conserved among vertebrates. Next, I wanted to establish a differentiation method that is solely based on ectopic expression of genes known to be essential for the formation of certain somatic cell types – so called master regulators (MRs). My findings show that ectopic expression of the melanocyte-specific transcription factor mitf-m that has previously been shown to induce differentiation of medaka ESCs into pigment cells resulted in the formation of the same cell type in medaka SG. This approach could be used to generate other somatic cell types. Thus, ectopic expression of the MRs cbfa1 and mash1 in MF-SG was sufficient to induce differentiation into osteoblasts and neurons, respectively. Interestingly, these differentiation processes included the activation of genes that are expressed earlier during embryogenesis than the differentiation-inducing MR. Furthermore, my findings show that the approach of MR-induced differentiation can be transferred to mammalian stem cell systems. Ectopic expression of the neural transcription factor ngn2 was sufficient to induce efficient and rapid differentiation of neurons in mouse ESCs. This differentiation process also included the induction of genes that in vivo are activated at earlier stages that ngn2. By generating a transgenic cell line allowing induction of ectopic ngn2 expression, it was possible to obtain a relatively pure culture of functional neurons. Ngn2-induced differentiation did not require any additional signals and occurred even under pluripotency promoting conditions. Moreover, ectopic expression of ngn2 did also induce the formation of cells with neuronal morphology in IPS cells indicating that MR-induced differentiation is operative in different stem cell types. Furthermore, protein transduction of Ngn2 into mouse ESCs also resulted in a neuronal differentiation process up to the appearance of neural precursor cells. Last, my results show that MR-induced differentiation can also be used to generate other cell types than neurons from mouse ESCs. Myoblasts and macrophage-like cells were generated by ectopic expression of the MRs myoD and cebpa, respectively. Using transgenic cell lines enabling induction of MR expression it was possible to obtain mixed cultures with two different differentiation processes occurring in parallel. Altogether this study shows that ectopic expression of single genes is sufficient to induce directed differentiation of stem cells into defined cell types. The feasibility of this approach was demonstrated for different MRs and consequently different somatic cell types. Furthermore, MR induced differentiation was operative in different stem cell types from fish and mouse. Thus, one can conclude that certain genes are able to define cell fates in in vitro stem cell systems and that this cell fate defining potential appears to be a conserved feature in vertebrates. These findings therefore provide new insights in the role of MRs in cell commitment and differentiation processes. Furthermore, this study presents a new method to induce directed differentiation of stem cells that offers several advantages regarding efficiency, rapidness, and reproducibility. MR-induced differentiation therefore represents a promising tool for both stem cell research and regenerative medicine.
This study was conducted to determine the influence of different stress factors on the honeybee Apis mellifera. The investigation was motivated by previous experiments that suggested the existence of an unspecific defense mechanism causing a generalized change of flight behavior after the onset of different diseases. This mechanism is thought to impede the ability of flight bees to return to their respective colonies thereby removing the disease from the colony over time. During the last years, the existence of such a “suicidal behavior” was supported by further studies. Thus, an unnoticed, potentially highly effective defense mechanism of social insects was revealed whose spectrum of activity and physiological basics require further investigation. Suggesting that the reaction by the bees is unspecific to different diseases as well as to other potential stress factors, this study was designed to investigate the influence of pathogens, insecticides, and different brood rearing temperatures on different parameters like lifespan, foraging activity, and foraging trip duration of worker bees.
Although age is one of the most salient and fundamental aspects of human faces, its processing in the brain has not yet been studied by any neuroimaging experiment. Automatic assessment of temporal changes across faces is a prerequisite to identifying persons over their life-span, and age per se is of biological and social relevance. Using a combination of evocative face morphs controlled for global optical flow and functional magnetic resonance imaging (fMRI), we segregate two areas that process changes of facial age in both hemispheres. These areas extend beyond the previously established face-sensitive network and are centered on the posterior inferior temporal sulcus (pITS) and the posterior angular gyrus (pANG), an evolutionarily new formation of the human brain. Using probabilistic tractography and by calculating spatial cross-correlations as well as creating minimum intersection maps between activation and connectivity patterns we demonstrate a hitherto unrecognized link between structure and function in the human brain on the basis of cognitive age processing. According to our results, implicit age processing involves the inferior temporal sulci and is, at the same time, closely tied to quantity decoding by the presumed neural systems devoted to magnitudes in the human parietal lobes. The ventral portion of Wernicke’s largely forgotten perpendicular association fasciculus is shown not only to interconnect these two areas but to relate to their activations, i.e. to transmit age-relevant information. In particular, post-hoc age-rating competence is shown to be associated with high response levels in the left angular gyrus. Cortical activation patterns related to changes of facial age differ from those previously elicited by other fixed as well as changeable face aspects such as gender (used for comparison), ethnicity and identity as well as eye gaze or facial expressions. We argue that this may be due to the fact that individual changes of facial age occur ontogenetically, unlike the instant changes of gaze direction or expressive content in faces that can be “mirrored” and require constant cognitive monitoring to follow. Discussing the ample evidence for distinct representations of quantitative age as opposed to categorical gender varied over continuous androgyny levels, we suggest that particular face-sensitive regions interact with additional object-unselective quantification modules to obtain individual estimates of facial age.
In recent years high-throughput experiments provided a vast amount of data from all areas of molecular biology, including genomics, transcriptomics, proteomics and metabolomics. Its analysis using bioinformatics methods has developed accordingly, towards a systematic approach to understand how genes and their resulting proteins give rise to biological form and function. They interact with each other and with other molecules in highly complex structures, which are explored in network biology. The in-depth knowledge of genes and proteins obtained from high-throughput experiments can be complemented by the architecture of molecular networks to gain a deeper understanding of biological processes. This thesis provides methods and statistical analyses for the integration of molecular data into biological networks and the identification of functional modules, as well as its application to distinct biological data. The integrated network approach is implemented as a software package, termed BioNet, for the statistical language R. The package includes the statistics for the integration of transcriptomic and functional data with biological networks, the scoring of nodes and edges of these networks as well as methods for subnetwork search and visualisation. The exact algorithm is extensively tested in a simulation study and outperforms existing heuristic methods for the calculation of this NP-hard problem in accuracy and robustness. The variability of the resulting solutions is assessed on perturbed data, mimicking random or biased factors that obscure the biological signal, generated for the integrated data and the network. An optimal, robust module can be calculated using a consensus approach, based on a resampling method. It summarizes optimally an ensemble of solutions in a robust consensus module with the estimated variability indicated by confidence values for the nodes and edges. The approach is subsequently applied to two gene expression data sets. The first application analyses gene expression data for acute lymphoblastic leukaemia (ALL) and differences between the subgroups with and without an oncogenic BCR/ABL gene fusion. In a second application gene expression and survival data from diffuse large B-cell lymphomas are examined. The identified modules include and extend already existing gene lists and signatures by further significant genes and their interactions. The most important novelty is that these genes are determined and visualised in the context of their interactions as a functional module and not as a list of independent and unrelated transcripts. In a third application the integrative network approach is used to trace changes in tardigrade metabolism to identify pathways responsible for their extreme resistance to environmental changes and endurance in an inactive tun state. For the first time a metabolic network approach is proposed to detect shifts in metabolic pathways, integrating transcriptome and metabolite data. Concluding, the presented integrated network approach is an adequate technique to unite high-throughput experimental data for single molecules and their intermolecular dependencies. It is flexible to apply on diverse data, ranging from gene expression changes over metabolite abundances to protein modifications in a combination with a suitable molecular network. The exact algorithm is accurate and robust in comparison to heuristic approaches and delivers an optimal, robust solution in form of a consensus module with confidence values. By the integration of diverse sources of information and a simultaneous inspection of a molecular event from different points of view, new and exhaustive insights into biological processes can be acquired.