Biologische Hochschulschriften (Goethe-Universität)
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The phylogeny of the genus Gazella and the phylogeography and population genetics of arabian species
(2014)
Biodiversity is caused by a fundamental evolutionary process: speciation. When species can spread into new habitats and are allowed to colonize new ecological niches, speciation can become accelerated and is then called radiation. This can happen, e.g., when formerly separated land masses become connected. A prime example of such a scenario is the Arabian Peninsula that connects Africa and Asia since the Oligocene (approx. 30 Ma ago). Since then, the peninsula promoted several faunal exchanges between both continents. The mammalian genus Gazella is an excellent candidate for investigating this faunal exchange. Species are distributed on both, the African and Asian continent as well as on the Arabian Peninsula that is located in between. The aim of my thesis was to cast new light on the evolution and speciation of the genus and, furthermore, to evaluate the currently problematic taxonomy to infer suggestions for improved conservation actions for threatened gazelle species. Therefore, I investigated the taxon Gazella genetically and identified factors that promoted the speciation of this diverse genus. I assessed intraspecific genetic variability for species that inhabited the Arabian Peninsula to infer the past demography of those species and to estimate the history of species divergence and past population parameters.
In the first part of my thesis I inferred a mitochondrial phylogeny based on cytochrome b gene sequences using samples of all nine extant species of Gazella and also of closely related taxa (chapter 2). Besides the monophyly of the genus Gazella two reciprocally monophyletic clades were detected that evolved in allopatry: one predominantly African and one predominantly Asian clade. Within both clades species pairs could be inferred with species being ecologically adapted to different habitats: one species is a desert-dweller (probably the ancestral character state combination), while the other one is adapted to rather mountainous and humid habitats. These adaptations also correlate with the behavior of the species with the mountainous forms being sedentary, territorial and living in small groups and the desert forms being migratory, non-territorial and living in larger herds.
The second part of my thesis focuses on the Arabian gazelle species. In a study about G. subgutturosa I could show that the Arabian form G. marica (sand gazelle)—previously recognized as a subspecies of G. subgutturosa—is genetically distinct from the nominate form (chapter 3). Moreover, a phylogenetic tree based on cytochrome b gene sequences revealed a polyphyly of G. subgutturosa and G. marica with sand gazelles being more closely related to G. leptoceros and G. cuvieri of North Africa. Consequently, I suggested the restoration to full species level for G. marica corroborating earlier conservation practices of breeding both taxa separately in captivity.
In case of G. dorcas such a genetic differentiation could not be detected (chapter 4). Despite the large distribution range from Mali in the west to Saudi Arabia in the east only low genetic variation was detectable in mitochondrial sequence data. Statistically parsimony network analyses revealed pronounced haplotype sharing across regions. Using a coalescence approach I observed a steep population decline that started about 25,000 years ago and which is still ongoing. The decline could be correlated with human hunting activities in the Sahara. Hence, hunting of G. dorcas (already in ancient times) had a much larger impact on gazelle populations than previously thought and even led to the extinction of the Arabian form of G. dorcas.
In chapter 5 of my thesis I provided a rigorous test to genetically distinguish between the potential species G. gazella and G. arabica. Previously recognized as a single species mitochondrial sequence analyses provided first hints for the separation of both taxa. But without the investigation of nuclear loci the observed pattern could also be the result of male biased dispersal combined with female philopatry. Therefore, I amplified mitochondrial sequence markers and nuclear microsatellite loci for both taxa and found support for the earlier view of two separate species. No signs of recurrent gene flow could be detected between neighboring populations of G. arabica and G. gazella. The split of both species could be estimated one million years ago and the recommendation of breeding both taxa separately in captivity for conservation purposes is fully justified.
Several populations of G. arabica suffer from a severe decline. In chapter 6 I asked whether the population occurring on the Farasan archipelago—being at stable individual numbers for decades—may serve as potential source for future reintroduction on the Arabian mainland, although the gazelles show a reduced body size. Analyzing the genetic differentiation of Farasan gazelles, a genetic cluster could be inferred being endemic to the archipelago. However, only approx. 70% of Farasan individuals were assigned to this specific cluster, while the others showed at least intermediate or even complete assignment to the mainland cluster. This indicates ongoing introgression that is probably mediated by human translocations of gazelles from and onto the islands. Considering the uniform dwarfism of Farasan gazelles, reasons for the smaller body size might be direct consequences of resource limitations, i.e., phenotypic plasticity. If the population decline on the mainland will hold on Farasan gazelles could serve as stocks for future reintroductions.
Understanding major causes of biodiversity and range dynamics requires research on evolutionary processes under consideration of environmental changes. In my thesis, I investigated the spatio-temporal evolution of the Neotropical tree genus Cedrela from the Meliaceae family by studying its genetic diversity, taxonomy, colonization history, climatic niche changes and dynamics of species distributions. My results show that climatic and geological changes are major drivers of biological diversification in Cedrela.
Hepatocellular carcinoma (HCC) is the fifth most common malignant tumor and third leading cause of cancer-related death worldwide. Most cases arise as a consequence of underlying liver disease, e.g. developed from chronic hepatitis B or C infectionsalcohol abuse or obesity, and are most often associated with liver cirrhosis. Hypoxiand the hypoxia inducible factors (HIF)-1α and -2α promote tumor progression of HCC, not only affecting tumor cell proliferation and invasion, but also angiogenesis and lymphangiogenesis and thus, increasing the risk of metastasis.
HCC is characterized as one of the most vascularized solid tumors. While HIF-1α and HIF-2α are frequently up-regulated in HCC only HIF-2α is correlated with high patientlethality. HIF-dependent regulation of HCC angiogenesis is controversially discussed.VEGFA, for example, as the most prominent factor inducing tumor angiogenesis represents not only a HIF-1 target, but also a HIF-2 target gene in HCC. This questions whether both isoforms have overlapping functions in regulating the angiogenic switch in HCC.
Besides angiogenesis also tumor-associated lymphangiogenesis significantly influences patient survival in HCC. Lymphatic spread is an important clinical determinant for the prognosis of HCC, but little is known how lymphangiogenesis is controlled in this context. To date, mainly HIF-1α was positively correlated with olymphatic invasion and metastasis in HCC, while a defined role of HIF-2α is missing. Thus, although HIF-1α and HIF-2α are structurally alike and regulate overlapping but not identical sets of target genes, they promote highly divergent outcomes in cancer progression and may even have counteracting roles. The aim of my work was to characterize the specific role of HIF-1α and HIF-2α in the angiogenic switch and lymphangiogenesis induction during HCC development.
Therefore, I created a stable knockdown of HIF-1α and HIF-2α in HepG2 cells and generated cocultures of HepG2 spheroids and embryonic bodies derived from embryonic mouse stem cells as an in vitro tumor model mimicking the cancer microenvironment to analyze which HIF isoform has key regulatory functions in HCC (lymph)angiogenesis. In cocultures with a HIF-2α knockdown angiogenesis was attenuated but lymphangiogenesis increased, while the knockdown of HIF-1α was without effect. Microarray analysis identified plasminogen activator inhibitor 1 (PAI-1)and insulin-like growth factor binding protein 1 (IGFBP1) as HIF-2 target genes.However, prominent angiogenic and lymphangiogenic factors such as VEGFs, PDGFB, ANG and their receptors were not regulated in a HIF-dependent manner. As PAI-1 was linked to angiogenesis in literature and IGF-signaling, which is negatively regulated by IGFBP-1, was correlated with lymphangiogenesis, I decided to investigate their HIF-2α-dependent influence on HCC (lymph)angiogenesis. The knockdown of PAI-1 in HepG2 cells also lowered angiogenesis in PAI-1k/d cocultures similar to the HIF-2α k/d phenotype. PAI-1 as the potent inhibitor of tPA and uPA, both inducing the conversion of plasminogen to plasmin, also inhibits plasmin directly. Therefore, I assumed an increase of plasmin in HIF-2α k/d and PAI-1 k/d cocultures as a result of the reduced PAI-1 levels. Blocking plasmin with aprotinin in HIF-2α k/d cocultures restored angioge nesis, suggesting that HIF-2α increases PAI-1 to lower concentrations of active plasmin, thereby supporting angiogenesis. In further experiments I could exclude PAI-1 to reduce angiogenesis by inducing plasmin-mediated apoptosis of differentiating stem cells in PAI-1 k/d and HIF-2α k/d cocultures, but demonstrated an increase of VEGFA165 degradation in these cocultures, suggesting plasmin-catalyzed proteolysis of VEGF as an additional layer of regulation required to explain the angiogenic phenotype. Besides the pivotal role of PAI-1 in angiogenesis I also investigated its potentialinfluence in lymphangiogenesis. Indeed, the knockdown of PAI-1 reduced lymphaticstructures and implied an important but opposing role in lymphangiogenesis comparedto induced lymphangiogenesis in HIF-2α k/d cocultures. However, blocking plasmin again with aprotinin in HIF-2α k/d cocultures restored lymphangiogenesis to the level of control virus, which indicates a divergent lymphangiogenic role of plasmin in PAI-1 k/d and HIF-2α k/d cocultures, possibly because of other essential pathways masking the lymphangiogenic effects of PAI-1 in HIF-2α k/d cocultures.
HIF-2α resulting in reduced IGFBP1 expression induced the differentiation of stem cells toward a lymphatic cell type and significantly enhanced the assembly of human dermal lymphatic endothelial cells into tubes. These data point the first time to an important impact of HIF-2 in the regulatin of lymphangiogenesis in vitro by inducing IGFBP1 and thus, scavenging IGF-1. Furthermore, matrigel plug assays to investigate the in vivorelevance of these observations confirmed HIF-2α as a crucial factor in the regulation of lymphangiogenesis in vivo
In conclusion, this work provides evidence that HIF-2α is a key regulator of angiogenesis and lymphangiogenesis in HCC by regulating PAI-1 and IGFBP1. HIF-2α positively influences the angiogenic switch via PAI-1 and negatively affects lymphangiogenesis via IGFBP1 expression. Targeting HIF-2α in HCC to reduce tumor angiogenesis should be approached carefully, as it might be overcome by induced lymphangiogenesis and metastasis.
Cancer is a disease characterized by uncontrolled cell growth and the capacity to disseminate to distant organs. The properties of cancers are caused by genetic and epigenetic alterations when compared to their normal counterparts. Genetic mutations occur in oncogenes and tumor suppressor genes and are the initial drivers of cellular transformation (Lengauer et al., 1998; Vogelstein and Kinzler, 2004). In addition, epigenetic alterations, which influence the expression of oncogenes and tumor suppressor genes independently from sequence alterations, are also involved in the transformation process (Esteller and Herman, 2001; Sharma et al., 2010). Genetic alterations and epigenetic regulatory signals cooperate in tumor etiology. Glioblastoma multiforme (GBM) is a frequent and aggressive malignant brain tumor in humans. The median survival of GBM patients is about 15 months after diagnosis. Like in other cancers, genetic and epigenetic alterations can be detected in GBM. Genetic alterations in GBM affect cell growth, apoptosis, angiogenesis, and invasion; however, epigenetic alterations in GBM also affect the expression of oncogenes or tumor suppresser genes that increase tumor malignancy (Nagarajan and Costello, 2009).
Reprogramming is a cellular process in which somatic cells can be induced to assume the properties of less differentiated stem cells. This process can be mediated through epigenetic modifications of the genome of somatic cells by the action of four defined transcription factors (Oct4, Sox2, Klf4 and Myc) or by the action of the miR 302/367 cluster (Anokye-Danso et al., 2011; Takahashi and Yamanaka, 2006; Takahashi et al., 2007) and result in the generation of induced pluripotent stem cells (iPS cells). Reprogramming of somatic cells by the miR 302/367 cluster can generate nontumorigenic iPS cells through the inhibition of the epithelial to mesenchymal transition (EMT), cell cycle regulatory genes and epigenetic modifiers (Lin and Ying, 2013).
Tympanal hearing organs of insects emit distortion-product otoacoustic emissions (DPOAEs) which are indicative of nonlinear mechanical sound processing. General characteristics of insect DPOAEs are comparable to those measured in vertebrates, despite distinct differences in ear anatomy. DPOAEs appear during simultaneous stimulation with two pure tones (f1<f2) as additional spectral peaks at frequencies of nf1-(n-1)f2 and nf2-(n-1)f1, with the 2f1-f2 emission being the most prominent one. Insect DPOAEs are highly vulnerable to manipulations that interfere with the animal's physiological state and disappear after death. First evidence from locusts suggested that scolopidial mechanoreceptors might play a role in frequency-specific DPOAE generation (Möckel et al. 2007). The overall aim of this thesis was to determine the source of sensitive, nonlinear hearing at high frequencies and of DPOAE generation in tympanal organs of insects.
The first project of the present thesis involved general characteristics of DPOAE generation in the bushcricket Mecopoda elongata and the selective exclusion of the scolopidial mechanoreceptors using the neuroactive insectizide pymetrozine (Möckel et al. 2011). Pymetrozin appears to act highly effective and selectively on chordotonal organs, without affecting other sensory organs that lack scolopidial receptors. Pymetrozine solutions were applied as closely as possible to the scolopidia via a cuticle opening in the tibia, distally to the organ. Applications at concentrations between 10-3 and 10-7 M led to a pronounced and irreversible decrease of DPOAE amplitudes. Both this study on bushcrickets (Möckel et al. 2011) and an earlier one on locusts (Möckel et al. 2007) hence indicate the involvement of scolopidia in DPOAE generation in insects, by using complementary methods (pharmacological versus mechanical manipulation) and different animal models.
The second project of the present thesis investigated the temperature-dependence of DPOAEs in the locust Locusta migratoria (Möckel et al. 2012). The suggested biological origin of acoustic two-tone distortions in insects should involve metabolic processes, whose temperature-dependence would directly affect the DPOAE generation. Body temperature shifts resulted in reversible, level- and frequency-dependent effects on the 2f1–f2 emission. Using low f2 frequencies of up to 10 kHz, a body temperature increase (median +8–9°C) led to an upward shift of DPOAE amplitudes of approximately +10 dB, whereas a temperature decrease (median –7°C) was followed by a reduction of DPOAE amplitudes by 3 to 5 dB. Both effects were only present in the range of the low-level component of DPOAE growth functions below f2 stimulus levels of approximately 30-40 dB SPL. Emissions induced by higher stimulus levels and frequencies (e.g. 12 and 18 kHz) remained unaffected by any temperature shifts. The Arrhenius activation energy of the underlying cellular component amounted to 34 and 41 kJmol-1 (for growth functions measured with 8 and 10 kHz as f2, respectively). Such activation energy values provide a hint that an intact dynein-tubulin system within the scolopidial receptors could play an essential part in the DPOAE generation in tympanal organs.
The third project of this thesis demonstrated mechanical DPOAE analogs in the tympanum's vibration pattern during two-tone stimulation in the locust Schistocerca gregaria, using laser Doppler vibrometry (Möckel et al. 2014). DPOAE generation crucially relies on the integrity of the scolopidial mechanoreceptors (Möckel et al. 2007, 2011), which in locusts, directly attach to the tympanal membrane. During two-tone stimulation, DPOAEs were shown to mechanically emerge at the tympanum region where the auditory mechanoreceptors are attached. Those emission-coupled vibrations differed remarkably from tympanum waves evoked by external pure tones of the same frequency, in terms of wave propagation, energy distribution, and location of amplitude maxima. In contrast to traveling wave-like characteristics of externally evoked vibrations, intrinsically generated waves were locally restricted to the region around the high frequency receptors’ attachment position. The mechanical gradient of the tympanal membrane that leads to direction-dependent properties probably avoids the spreading of these locally evoked waves, which are then reflected and occur only in restricted areas as standing waves. Selective inactivation of mechanoreceptors by mechanical lesions did not affect the tympanum's response to external pure tones, but abolished the emission's displacement amplitude peak. These findings provide evidence that tympanal auditory receptors, comparable to the situation in mammals, comprise the required nonlinear response characteristics, which during two-tone stimulation lead to additional, highly localized deflections of the tympanum.
Mathematical modeling of Arabidopsis thaliana with focus on network decomposition and reduction
(2014)
Systems biology has become an important research field during the last decade. It focusses on the understanding of the systems which emit the measured data. An important part of this research field is the network analysis, investigating biological networks. An essential point of the inspection of these network models is their validation, i.e., the successful comparison of predicted properties to measured data. Here especially Petri nets have shown their usefulness as modeling technique, coming with sound analysis methods and an intuitive representation of biological network data.
A very important tool for network validation is the analysis of the Transition-invariants (TI), which represent possible steady-state pathways, and the investigation of the liveness property. The computational complexity of the determination of both, TI and liveness property, often hamper their investigation.
To investigate this issue, a metabolic network model is created. It describes the core metabolism of Arabidopsis thaliana, and it is solely based on data from the literature. The model is too complex to determine the TI and the liveness property.
Several strategies are followed to enable an analysis and validation of the network. A network decomposition is utilized in two different ways: manually, motivated by idea to preserve the integrity of biological pathways, and automatically, motivated by the idea to minimize the number of crossing edges. As a decomposition may not be preserving important properties like the coveredness, a network reduction approach is suggested, which is mathematically proven to conserve these important properties. To deal with the large amount of data coming from the TI analysis, new organizational structures are proposed. The liveness property is investigated by reducing the complexity of the calculation method and adapting it to biological networks.
The results obtained by these approaches suggest a valid network model. In conclusion, the proposed approaches and strategies can be used in combination to allow the validation and analysis of highly complex biological networks.
In the interest of understanding the development of a multicellular organism, subcellular events must be seen in the context of the entire three-dimensional tissue. In addition, events that occur within a short period of time can be of great importance for the relatively long developmental process of the organ. Thus, it is required to capture subcellular events in a larger spatio-temporal scale context, which has been up to now a technical challenge. In developmental biology, light microscopy has always been an important tool. The dilemma of light microscopy, in particular fluorescence microscopy, is that molecules receive high light intensities that might change the conformation of molecules, which can have signaling or toxic effects. In Light Sheet-based Fluorescence Microscopy (LSFM), the energy required for a single recording is reduced by several orders of magnitude compared to other fluorescence microscopy techniques. During the last ten years, LSFM has emerged as a preferred tool to capture all cells during embryogenesis of the zebrafish Danio rerio, the fruit fly Drosophila melanogaster or recently the red flour beetle Tribolium castaneum for a period of several days. The motivation of this work was to gain new insights in developmental related processes of plant organs. The aim of this work was to establish a protocol for imaging plant growth over a long period of time using LSFM and perform comprehensive analyses at the cellular level. Plants have to cope with a variety of environmental conditions, therefore the conditions inside the microscope chamber had to be brought under control. The sample preparation methods and the standardized conditions at a physiological level allowed the study of gravity response, day-night rhythms, organ shape development as well as the intracellular dynamic events of the cytoskeleton and endosomal compartments in an unprecedented manner. Several of these projects were successfully published in collaborations with Prof. Jozef Šamaj (Palacký University Olomouc, Czech Republic), Prof. Niko Geldner (University of Lausanne, Switzerland), Prof. Malcom Bennett (University of Nottingham, UK) and Dr. Jürgen Kleine-Vehn (University of Natural Resources and Life Sciences, Austria). The main part of my work focused on the formation of lateral roots in Arabidopsis thaliana and was conducted in close collaboration with Dr. Alexis Maizel (University of Heidelberg, Germany). Previously, most experiments that describe lateral root formation have been performed on a small number of cells and for short periods of time. Capturing the complete process of lateral roots is an ambitious goal, because first, the primordium of a lateral root is located deep inside the primary root and imaging quality is impaired due to scattering of the overlaying tissue. Second, the process takes about 48 h, i.e. the plant has to be kept healthy for the whole period. Third, the amount of excitation light required for the spatio-temporal might have phototoxic effects that lead to a stop of growth at least in conventional microscopic techniques. In Arabidopsis embryogenesis, the sequence of cell divisions is relatively invariant. However, whether lateral root organogenesis follows particular cell division patterns has been unknown. The complete process of lateral root formation was captured from the first cell division until after the emergence from the main root. Images of a nuclei marker and a plasmamembrane marker were recorded every 5 min for a time period of up to 64 h. The positions and cell divisions of all cells were tracked manually. In collaboration with Alexander Schmitz (Goethe University Frankfurt am Main, Germany) and Dr. Jens Fangerau (University of Heidelberg, Germany), comprehensive analyses of the data were performed. A lateral root forms from initially 8-15 founder cells, arranged in a patch of 5-8 parallel files. The occurrence of new cell layers by periclinal divisions, as well as the sequence of layer generation was conserved and resembles the sequence suggested by Malamy and Benfey in 1997. Besides this stereotyped occurrence of periclinal divisions, radial divisions were found to appear stochastically, following no particular pattern. A large variability was also found in the contribution of founder cells and cell files to the final lateral root. In summary, the results suggest that a stereotyped pattern of cell divisions at particular developmental stages and a dynamically adapted control of cell divisions exist in parallel. Both properties allow a controlled but flexible development of the organ according to variations in cell topology and mechanical properties of the surrounding tissue. This work shows that LSFM, the sample preparation methods and controlled environmental conditions allow to capture and analyse the development of plants over several days at high resolution in an unprecedented manner.
Natural products (NPs) have been a rich source for pharmaceutically used anti-infectives and other drugs. However, the application of anti-infectives inevitably causes the development of resistant and multiresistant pathogens, which have to be treated with novel anti-infectives. The industrial research for novel anti-infectives has been concentrating on members of the bacterial Actinomycetales for a long time. Due to several reasons, e.g. the rediscovery of already known NPs, pharmaceutical companies abandoned their NP-research and focused on drug development based on combinatorial chemistry. However, the limited structural diversity of merely synthetic compound libraries has not been a fruitful source for bioactive compounds. Hence the discovery of novel bioactive NPs as a source for anti-infectives is still of economical and humanitarian interest and will remain to be an important branch of research in the future. One strategy to circumvent the rediscovery of bioactive NPs is the analysis of yet unexplored bacterial taxa. Based on this assumption, this work aimed at the discovery of novel NPs from the entomopathogenic bacterial genera Xenorhabdus and Photorhabdus and other promising taxa, as well as the investigation of their biosynthesis. ...
To overcome poor treatment response of pediatric high-risk acute lymphoblastic leukemia (ALL), novel treatment strategies are required to reactivate programmed cell death in this malignancy. Therefore, we take advantage of using small-molecule antagonists of Inhibitor of apoptosis (IAP) proteins, so called Smac mimetics such as BV6, which are described to overcome apoptosis resistance and thereby sensitize tumor cells for several apoptotic stimuli. To address the question whether redox alterations can sensitize leukemic cells for Smac mimetic-mediated cell death, we interfered with the cellular redox status in different ALL cell lines. Here, we show for the first time that redox alterations, mediated by the glutathione depleting agent Buthioninesulfoximine (BSO), prime ALL cells for BV6-induced apoptosis. Besides ALL cell lines, BV6/BSO cotreatment similarly synergizes in cell death induction in patient-derived primary leukemic samples. In contrast, the combination treatment does not exert any cytotoxicity against peripheral blood lymphocytes (PBLs) or mesenchymal stroma cells (MSCs) from healthy donors, suggesting some tumor selectivity of this treatment. We also identify the underlying molecular mechanism of the novel synergistic drug interaction of BSO and BV6. We demonstrate that both agents act in concert to increase reactive oxygen species (ROS) production, lipid peroxidation and finally apoptotic cell death. Enhanced ROS levels in the combination treatment account for cell death induction, since several ROS scavengers, like NAC, MnTBAP and Trolox attenuate BSO/BV6-induced apoptosis. BSO/BV6-induced ROS can be mainly classified as lipid peroxides, since the vitamin E derivate α-Tocopherol as well as Glutathione peroxidase 4 (GPX4), which both specifically reduce lipid-membrane peroxides, prevent lipid peroxidation, caspase activation and cell death induction. Vice versa, GPX4 knockdown and pharmacological inhibition of GPX4 by RSL3 or Erastin enhance BV6-induced cell death. Importantly, cell death induction critically depends on the formation of a complex consisting of RIP1/FADD/Caspase-8, since all complex components are required for ROS production, lipid peroxidation and cell death induction. Taken together, we demonstrate that BSO and BV6 cooperate to induce ROS production and lipid peroxidation which are eventually required for caspase activation and cell death execution. Collectively, findings of this study indicate that BV6-induced apoptosis is mediated via redox alterations offering promising new treatment strategy to overcome apoptosis resistance in ALL.
Physical Biology is a field of life sciences dealing with the extraction of quantitative data from biophysical or molecular biological experiments with different levels of complexity. Such data are further used as parameters for mathematical models of the biological system. These models allow to predict reactions on external stimuli by describing the relevant molecular interactions and are therefore used for example to generate a deeper comprehension of complex human diseases. An essential technique in biophysical research on human diseases is fluorescence microscopy. This is a constantly developed toolbox comprising a large number of specific labeling strategies, as well as a broad spectrum of fluorescent probes. It is further minimal invasive and therefore suitable for measurements in living cells or organisms. The sensitivity of modern photo-detectors even allows for the detection of a single fluorescent probe with an accuracy of approximately 10 nm.
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The model-prediction was further verified by two color SMLM experiments. In this work the development and application of imaging-systems are described which provide quantitative data with single-molecule resolution for systems biological model approaches with a low degree of abstractness. In the near future, the impact of mathematical models in the research field of complex human diseases will increase. The predictions of these models will be more exact, the more detailed and accurate the input parameters will become. This work gives an impression of how quantitative data obtained by SMLM may serve as input parameters for mathematical models at the single-cell level.