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Item Open Access ROSIE : RObust Sparse ensemble for outlIEr detection and gene selection in cancer omics data(2022) Jensch, Antje; Lopes, Marta B.; Vinga, Susana; Radde, NicoleThe extraction of novel information from omics data is a challenging task, in particular, since the number of features (e.g. genes) often far exceeds the number of samples. In such a setting, conventional parameter estimation leads to ill-posed optimization problems, and regularization may be required. In addition, outliers can largely impact classification accuracy. Here we introduce ROSIE, an ensemble classification approach, which combines three sparse and robust classification methods for outlier detection and feature selection and further performs a bootstrap-based validity check. Outliers of ROSIE are determined by the rank product test using outlier rankings of all three methods, and important features are selected as features commonly selected by all methods. We apply ROSIE to RNA-Seq data from The Cancer Genome Atlas (TCGA) to classify observations into Triple-Negative Breast Cancer (TNBC) and non-TNBC tissue samples. The pre-processed dataset consists of 16,600 genes and more than 1,000 samples. We demonstrate that ROSIE selects important features and outliers in a robust way. Identified outliers are concordant with the distribution of the commonly selected genes by the three methods, and results are in line with other independent studies. Furthermore, we discuss the association of some of the selected genes with the TNBC subtype in other investigations. In summary, ROSIE constitutes a robust and sparse procedure to identify outliers and important genes through binary classification. Our approach is ad hoc applicable to other datasets, fulfilling the overall goal of simultaneously identifying outliers and candidate disease biomarkers to the targeted in therapy research and personalized medicine frameworks.Item Open Access Precision 3D‐printed cell scaffolds mimicking native tissue composition and mechanics(2020) Erben, Amelie; Hörning, Marcel; Hartmann, Bastian; Becke, Tanja; Eisler, Stephan A.; Southan, Alexander; Cranz, Séverine; Hayden, Oliver; Kneidinger, Nikolaus; Königshoff, Melanie; Lindner, Michael; Tovar, Günter E. M.; Burgstaller, Gerald; Clausen‐Schaumann, Hauke; Sudhop, Stefanie; Heymann, MichaelCellular dynamics are modeled by the 3D architecture and mechanics of the extracellular matrix (ECM) and vice versa. These bidirectional cell‐ECM interactions are the basis for all vital tissues, many of which have been investigated in 2D environments over the last decades. Experimental approaches to mimic in vivo cell niches in 3D with the highest biological conformity and resolution can enable new insights into these cell‐ECM interactions including proliferation, differentiation, migration, and invasion assays. Here, two‐photon stereolithography is adopted to print up to mm‐sized high‐precision 3D cell scaffolds at micrometer resolution with defined mechanical properties from protein‐based resins, such as bovine serum albumin or gelatin methacryloyl. By modifying the manufacturing process including two‐pass printing or post‐print crosslinking, high precision scaffolds with varying Young's moduli ranging from 7‐300 kPa are printed and quantified through atomic force microscopy. The impact of varying scaffold topographies on the dynamics of colonizing cells is observed using mouse myoblast cells and a 3D‐lung microtissue replica colonized with primary human lung fibroblast. This approach will allow for a systematic investigation of single‐cell and tissue dynamics in response to defined mechanical and bio‐molecular cues and is ultimately scalable to full organs.Item Open Access Construction of robust Escherichia coli strains for large-scale production(2022) Ziegler, Martin; Takors, Ralf (Prof. Dr.-Ing.)The biotechnical production of many fine chemicals, proteins or pharmaceuticals depends on large-scale microbial cultivations. Due to limited mixing, heterogeneities in process relevant parameters such as nutrient concentrations arise in such fermentations. Escherichia coli (E. coli) is a model organism frequently used in the biotechnological industry. If E. coli is cultivated under heterogeneous conditions, biological reactions of the microorganism result in reduced process performance. Since large-scale fermentations are not economically feasible in academic settings, scale-down reactors that mimic aforementioned heterogeneities are used to investigate heterogenous fermentations. Previous studies in scale-down reactors unraveled that, depending on the process strategy, the unstable supply of a limiting primary carbon or nitrogen source such as glucose or ammonium is one of the underlying causes of process performance loss. Low concentrations of glucose or ammonium elicit the stringent response as a biological starvation reaction which comprises extensive transcriptional reactions. In the first project that contributes to this thesis, the regulatory and transcriptional reactions of the strains E. coli MG1655 and E. coli SR to repeated exposure to ammonium starvation zones were examined in a scale-down reactor. The scale-down reactor followed a two-compartment approach and consisted of a stirred tank reactor and a plug-flow reactor simulating passage through a starvation zone. E. coli SR is a strain with modulated stringent response. It was observed that short-term starvation stimuli do not trigger this regulatory program in E. coli SR and the transcriptional reaction was noticeably reduced. Long-term adaptation of the strain to repeated cycles of limitation and starvation also clearly differed from E. coli MG1655. Despite lack of the stringent response, E. coli SR showed no deficits in the assimilation of the limiting ammonium or in biomass yield on ammonium. In the second project of this thesis, a series of deletion strains with robust phenotype against glucose starvation zones were constructed. Candidate genes were identified and successively removed from the genome of E. coli MG1655 by Recombineering. The fundamental growth parameters of the strains were determined in shaking flask fermentations and no noticeable differences compared to E. coli MG1655 were found. Chemostat cultivations in a scale-down reactor with glucose as the limiting nutrient source revealed that the final strain of the deletion series, E. coli RM214, had a significantly lower maintenance coefficient under heterogeneous conditions than E. coli MG1655. Moreover, in an exemplary heterologous protein productionscenario E. coli RM214 rhaB- pJOE4056.2_tetA proved to be more robust to heterogeneities and showed a significantly higher product yield than E. coli MG1655 rhaB- pJOE4056.2_tetA. In the third project of this thesis, the production of pyruvate in E. coli MG1655 by inhibition of pyruvate dehydrogenase through CRISPR interference was investigated. A central goal was to achieve the stable production in nitrogen-limited conditions. For this, different target sequences in the operon pdhR-aceEF-lpd were tested and the strains cultivated in shaking flask fermentations. All tested target sequences were generally suitable to trigger the accumulation of pyruvate. Combined CRISPR interference against two target sequences did not lead to an increased pyruvate yield in most cases. In addition, the strains E. coli MG1655 pdCas9 psgRNA_aceE_234 and E. coli MG1655 pdCas9 psgRNA_aceE_234_pdhR_329 were characterized in two phase fermentations in lab-scale reactors. The initial phase was an unlimited exponential growth phase and was followed by an ammonium-limited production phase. E. coli MG1655 pdCas9 psgRNA_aceE_234 only produced pyruvate during the exponential phase, and reuptake of pyruvate occurred in the second phase. In contrast, E. coli MG1655 pdCas9 psgRNA_aceE_234_pdhR_329 stably produced pyruvate during the exponential and the ammonium-limited phase and is a potential chassis strain for the growth-decoupled production of pyruvate derived bioproducts. The overarching research issues of the projects were the characterization of strains in heterogeneous conditions and the development of new strategies to improve their performance. The collected data leads me to conclude that the construction of robust microbial strains for large-scale applications is both expedient and feasible. Tailored genetic modifications are the method of choice to achieve this goal. Furthermore, suitable genetic constructs offer promising possibilities for the stable growth-decoupled production of chemicals in nitrogen-limited conditions.Item Open Access Probleme der Gestaltbildung(1990) Kull, UlrichDie Einzelheiten der Bildung komplexer Gestalten von Lebewesen können nicht vollständig genetisch fixiert sein, da hierzu die Zahl der Gene der Organismen kaum ausreichen würde. Es muß also Vorgänge der Gestaltbildung geben, die auf grund weniger genetischer Festlegungen (Randbedingungen} unter Selbstorganisation ablaufen; sie sind "systemimmanente Eigenschaften". Ein besonderes schönes Beispiel dafür liefern die Radiolarien, die schon Haeckel der ästhetisch ansprechenden Skelettformen wegen sehr schätzte.Item Open Access Regulation of the catalytic activity and specificity of DNA nucleotide methyltransferase 1(2014) Bashtrykov, Pavel; Jeltsch, Albert (Prof. Dr.)DNA nucleotide methyltransferase 1 (Dnmt1) is mainly responsible for the maintenance of DNA methylation in mammals and plays a crucial role in the epigenetic control of gene expression. Dnmt1 recognizes and methylates hemimethylated CpG sites formed during DNA replication. In the present work, the mechanistic details of the substrate recognition by the catalytic domain of Dnmt1, the possible role of the CXXC and RFTS domains of Dnmt1 in the regulation of specificity and activity of Dnmt1, and the influence of the Ubiquitin-like PHD and RING finger domain-containing 1 (Uhrf1) protein on the enzymatic properties of Dnmt1 was investigated. Using modified substrates, the functional roles of individual contacts of the Dnmt1 catalytic domain with the CpG site of the DNA substrate were analysed. The data show that the interaction with the 5-methylcytosine:guanine pair is required for the catalytic activity of Dnmt1, whereas the contacts to the non-target strand guanine are not important, since its replacement with adenine increased the activity of Dnmt1. It was proposed that the CXXC domain binding to unmethylated CpG sites increases the specificity of Dnmt1 for hemimethylated DNA. Our data showed that the CXXC domain does not influence the enzyme’s specificity in the full-length Dnmt1. In contrast, mutagenesis in the catalytic domain introducing an M1235S exchange resulted in a significant reduction in specificity. Therefore, the readout for the hemimethylated DNA occurs within its catalytic domain. It was observed in a crystal structure that the RFTS domain of Dnmt1 inhibits the activity of the enzyme by binding to the catalytic domain and blocking the entry of the DNA. By amino acid substitution in the RFTS domain its positioning within the catalytic domain was destabilized and a corresponding increase in the catalytic rate was observed, which supports this concept and suggests a possible mechanism to allosterically regulate the activity of Dnmt1 in cells. Uhrf1 has been shown to target Dnmt1 to replicated DNA, which is essential for DNA methylation. Here it is demonstrated that Uhrf1 as well as its isolated SRA domain increase the activity and specificity of Dnmt1 in an allosteric mechanism. The stimulatory effect was independent of the SRA domain’s ability to bind hemimethylated DNA. The RFTS domain of Dnmt1 is required for the stimulation, since its deletion or blocking of its interaction with the SRA domain, significantly reduced the ability of Uhrf1 to increase the activity and specificity of Dnmt1. Uhrf1, therefore, plays multiple roles that support DNA methylation including targeting of Dnmt1, its stimulation and an increase of its specificity.Item Open Access Development of novel bispecific antibodies for cancer therapy targeting the receptor tyrosine kinases HER4 and EGFR(2024) Kühl, Lennart; Kontermann, Roland E. (Prof. Dr.)In this study, novel mono- and bispecific antibodies targeting the ErbB receptor family members EGFR and HER4 were investigated. Dual targeting of EGFR and HER4 by a bispecific, tetravalent antibody comprising a novel, antagonistic HER4-targeting antibody showed inhibition of proliferation and migration for a HB-EGF-stimulated ovarian cancer cell line. No inhibitory effects in a breast cancer cell line expressing EGFR and HER4 indicated that successful dual targeting does not solely rely on target expression. The complexity of HER4 with its isoforms and their different signaling properties makes HER4 a challenging cancer target that needs further in-depth research. To overcome resistances based on escape mutations located in the epitopes of clinically approved antibodies, novel antagonistic EGFR-targeting antibodies binding to a different epitope were developed. This epitope was mapped to domain III of EGFR and binding to clinically relevant EGFR ectodomain mutations resulted in inhibition of EGFR signaling in stable cell lines used as test systems. Favorable activities in comparison to clinically approved antibodies regarding inhibition of EGFR signaling and proliferation were observed for cancer cell lines expressing the EGFR wildtype. Bispecific T-cell engagers can lead to a T-cell mediated target cell killing independent of intracellular downstream signaling in the cancer cell. One challenge for the applicability of T-cell engagers in solid tumors is to keep the balance between T-cell mediated tumor cell killing and severe side-effects caused by a systemic activation of the immune system. Studies on eleven different eIg-based formats for EGFR-binding T-cell engagers showed that valency, geometry, and size influenced their activity profile. Furthermore, one bivalent and one trivalent, bispecific format were investigated for two novel EGFR-targeting moieties. As these molecules bind to clinically relevant escape mutations located in the ectodomain of EGFR, they are expected to show activity in patients with an acquired resistance to approved EGFR-targeting antibodies. These molecules led to a robust T-cell mediated cytotoxicity of cancer cells expressing EGFR. Additionally, benefits regarding an EGFR-level dependent cytotoxicity were observed for reduced binding to EGFR. An initial in vivo study using surrogate molecules in a syngeneic mouse model showed reduction of tumor growth and prolonged survival for treatment with a trivalent, bispecific T-cell engager comprising a novel EGFR-binding moiety. Taken together, beneficial effects of the novel molecules may contribute to improved therapies for patients with both pre-existing and acquired resistances to EGFR-targeting antibodies.Item Open Access Insights into the structural and functional properties of the eukaryotic porin Tom40(2012) Gessmann, Dennis; Nußberger, Stephan (Prof. Dr.)Tom40 forms the preprotein conducting channel in the outer membrane of mitochondria enabling transport of up to 1500 different preproteins through an optimized pore environment. Moreover, Tom40 exhibits a voltage-dependent gating mechanism in terms of an ‘electrical switch’ making this eukaryotic beta-barrel a promising target for nanopore based applications. In this work, new bioinformatics methods were developed and verified through practical approaches to shed light on the structural elements of Tom40 facilitating its particular function in mitochondria. Based on these results, Tom40 proteins were designed with modified and optimized structural properties. TmSIP, a physical interaction model developed for TM beta-barrel proteins, was used to identify weakly stable regions in the TM domain of Tom40 from mammals and fungi. Three unfavorable beta-strands were determined for human Tom40A. Via CD and Trp-fluorescence spectroscopy it was shown that substitution of key amino acid residues in theses strands resulted in an improved resistance of the protein to chemical and thermal perturbations. Further, the mutated form of hTom40A was strictly found in its monomeric state. Equal improvements were gained for the apparent stability of Tom40 from Aspergillus fumigatus. Tom40 was isolated and purified in its native state from Neurospora crassa mitochondria. Time-limited proteolysis of native NcTom40 coupled to mass spectrometry revealed comparable protease-accessibility to VDAC isoform 1 from mammals suggesting a similar fold. Thus, a homology model of NcTom40 was developed on the basis of the solved mouse VDAC-1 crystal structure. It was found that Tom40 forms a 19-stranded beta-barrel with an N-terminal alpha-helix inside the pore. Further, a conserved ‘polar slide’ in the pore interior is possibly involved in preprotein translocation and a second conserved domain, termed ‘helix anchor region’, in arresting the helix inside the Tom40 pore. Based on the homology model of NcTom40, the structure and function of the N-terminal domain of Tom40 was addressed. Examination of the model structure revealed two different domains for the N-terminus, the inner-barrel and outer-barrel N-terminus. In vivo investigations showed that both parts prevent a heat-induced dysfunction of Tom40 in N. crassa mitochondria independently. By applying CD spectroscopy the predicted N-terminal alpha-helix could be allocated to the inner-barrel N-terminus. Further, in combination with Trp-fluorescence spectroscopy it was found that the N-terminal alpha-helix unfolds independently from the Tom40 beta-barrel, but is not necessary for pore stability or integrity. However, a conserved amino acid residue, Ile47 of NcTom40, in the inner-barrel N-terminus is essential for the structural integrity of the N-terminal alpha-helix. In conclusion, these results may offer a basis for future works on TM beta-barrel proteins with the aim to alter the structural properties in the absence of a high atomic resolution structure or an established knowledge of the biochemical and biophysical properties.Item Open Access Biophysical investigations of the in vitro effects of shock waves and ultrasound(1993) Brümmer, Franz; Suhr, Dierk; Irmer, Ulrich; Bachleitner, Christoph; Hülser, Dieter F.To investigate the interactions of ultrasonic waves with biological tissues, we developed and standardized several in vitro models. Using these systems - artificial stones, human erythrocytes, L1210 mouse leukemia cells, multicellular spheroids, cavitation assay - we are able to elucidate the mechanisms of interaction as well as the cause of clinically observed side effects.Item Open Access Untersuchungen zur enzymatischen Enantiomerentrennung von Glykolethern und Etablierung neuer Methoden des synthetischen Shufflings(2004) Rusnak, Monika; Schmid, Rolf D. (Prof. Dr.)Das Ziel dieser Arbeit bestand darin, einen geeigneten Biokatalysator für die Enantiomerentrennung des Modellsubstrats 1-Methoxy-2-Propanol (MP) bzw. seines Esters 1-Methoxy-2-Propanolacetat (MPA) bereitzustellen. In den letzten Jahren stieg das Interesse an den enantiomerenreinen Formen dieser Glykolether enorm. In dieser Arbeit richtete sich das Hauptaugenmerk auf die Evaluierung verschiedener Strategien zur Identifizierung bzw. Optimierung des Biokatalysators. Hierbei sollten sowohl Methoden der de novo Klonierung und der biochemischen Charakterisierung neuer Enzyme, wie auch der gerichteten Evolution und des rationalen Proteindesigns bereits bekannter Biokatalysatoren angewandt werden. Das so erhaltene Enzym sollte das Potenzial zum Einsatz in der chemischen Industrie haben, was hohe Anforderungen sowohl an Enantioselektivität wie auch an die Prozessstabilität eines Biokatalysators stellt. Im ersten Teil dieser Arbeit konnte die Lipase A aus Archaeoglobus fulgidus kloniert und charakterisiert werden. Dieses Enzym, welches sehr geringe Homologie zu anderen bekannten Hydrolasen aufwies, zeigte ein interessantes Profil, speziell in Bezug auf sein pH-Optimum, jedoch keine Hydrolyse von MPA. Es war bekannt, dass die Lipase B aus Candida antarctica (CalB) eine hohe Enantioselektivität vor allem bei der Hydrolyse von MPA zeigte. Ein weiterer Aspekt dieser Arbeit war daher die Abschätzung der Nutzbarkeit und Verfügbarkeit von CalB für die Enantiomerentrennung von MP / MPA. Die industrielle Anwendung von CalB ist durch die Patentierung dieses Enzyms durch Novozymes beschränkt. Die im zweiten Teil dieser Arbeit etablierte Expression von CalB in Pichia pastoris und die Übertragung des Expressionssystems auf den Fermentationsmaßstab schufen optimale Voraussetzungen für nachfolgende Experimente. Die bei dieser Expression erzielten Ausbeuten übertrafen die anderer Gruppen. Die erzeugten rationalen Mutanten zur Verbesserung der Selektivität in der Umesterung konnten keine Erhöhung der Enantioselektivität bewirken. Die hier erstmals gelungene funktionelle Expression von CalB in E.coli eröffnete jedoch die Möglichkeit zur gerichteten Evolution von CalB und dem Screening auch großer Mutantenbibliotheken, sowohl durch die Methode des Plattenscreenings wie auch durch FACS-Screening. Im dritten Teil dieser Arbeit wurde eine neue, günstige und schnelle Methode der Gensynthese entwickelt, die zur Darstellung der im vierten Teil der Arbeit verwirklichten Genbank verwendet wurde. Die so gewonnene Lipase 1 aus Moraxella sp. TA144 wurde funktionell in E.coli exprimiert und charakterisiert. Basierend auf der in dieser Arbeit etablierten Methode der Gensynthese konnte eine Genbank der CalB erstellt werden, die durch eine neue Methode des synthetisches Shuffling dargestellt wurde. Durch mehrere Evaluierungsansätze konnte die Sequenz der Genbank den Anforderungen gemäß optimiert werden, so dass das Auftreten ungewollter Mutationen minimiert werden konnte. In dem folgenden Hochdurchsatzscreening von 19000 Klonen der Genbank im vorher etablierten E.coli Expressionssystem konnte kein Klon mit Lipaseaktivität isoliert werden. Nichtsdestotrotz handelte es sich hierbei um einen interessanten neuen Ansatz der gerichteten Evolution, der nach Optimierung der Lipaseexpression bzw. des Screeningsystems und möglicherweise nach Herabsetzung des Degenerationsgrades zu neuen Biokatalysatoren mit interessanten Eigenschaften führen sollte. Insgesamt zeigte diese Arbeit, dass es zur enzymatischen Enantiomerentrennung von MPA im Moment keinen Ersatz zu CalB gibt. Durch die Etablierung der CalB-Expression in E.coli wurde die entscheidende Voraussetzung zur Optimierung der noch verbesserungswürdigen Enantioselektivität, vor allem in der Umesterungsreaktion, sowie der noch geringen Thermostabilität geschaffen. Der in dieser Arbeit verfolgte Ansatz der gerichteten Evolution zeigte auf, dass bei evolutiven Mutagenesestrategien stets mehrere Variablen existieren, deren Auswirkungen auf das Ergebnis gegeneinander gewichtet werden müssen. So sollte die Variabilität der Mutantenbibliotheken hoch sein, um Klone mit möglichst neuen Kombinationen von gewünschten Eigenschaften zu erhalten. Gleichzeitig sollte bedacht werden, dass die strukturelle Stabilität der Mutanten mit steigender Variabilität sinkt, so dass der verfügbare Sequenzraum stets begrenzt bleiben muss, um eine zufriedenstellende Ausbeute an funktionellen Klonen zu gewährleisten.Item Open Access Biological effects of shock waves(1990) Brümmer, Franz; Bräuner, Thomas; Hülser, Dieter F.Extracorporeal shock wave lithotripsy has become established worldwide as the method of choice for the treatment of nephrolithiasis and ureterolithiasis over the last 10 years. Although initial studies showed no damaging effects of the shock waves on organs and tissues, numerous recent reports have presented evidence for severe acute effects and chronic complications after shock wave treatment. The pathophysiological effects on kidneys and the histopathological effects on organs or tissues in man and animal, and also the effects on cells in culture and tumors are sumarized. Suspended and immobilized cell cultures were used to characterize and quantify the efficacy of shock wave. Extended applications of shock waves and possible modifications to shock wave generators are discussed.