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Approaches to the Analysis of Proteomics and Transcriptomics Data based on Statistical Methodology
(2014)
Recent developments in genomics and molecular biology led to the generation of an enormous amount of complex data of different origin. This is demonstrated by a number of published results from microarray experiments in Gene Expression Omnibus. The number was growing in exponential pace over the last decade. The challenge of interpreting these vast amounts of data from different technologies led to the development of new methods in the fields of computational biology and bioinformatics. Researchers often want to represent biological phenomena in the most detailed and comprehensive way. However, due to the technological limitations and other factors like limited resources this is not always possible. On one hand, more detailed and comprehensive research generates data of high complexity that is very often difficult to approach analytically, however, giving bioinformatics a chance to draw more precise and deeper conclusions. On the other hand, for low-complexity tasks the data distribution is known and we can fit a mathematical model. Then, to infer from this mathematical model, researchers can use well-known and standard methodologies. In return for using standard methodologies, the biological questions we are answering might not be unveiling the whole complexity of the biological meaning. Nowadays it is a standard that a biological study involves generation of large amounts of data that needs to be analyzed with a statistical inference. Sometimes data challenge researchers with low complexity task that can be performed with standard and popular methodologies as in Proteomic analysis of mouse oocytes reveals 28 candidate factors of the "reprogrammome". There, we established a protocol for proteomics data that involves preprocessing of the raw data and conducting Gene Ontology overrepresentation analysis utilizing hypergeometric distribution. In cases, where the data complexity is high and there are no published frameworks a researcher could follow, randomization can be an approach to exploit. In two studies by The mouse oocyte proteome escapes maternal aging and CellFateScout - a bioinformatics tool for elucidating small molecule signaling pathways that drive cells in a specific direction we showed how randomization can be performed for distinct complex tasks. In The mouse oocyte proteome escapes maternal aging we constructed a random sample of semantic similarity score between oocyte transcriptome and random transcriptome subset of oocyte proteome size. Therefore, we could calculate whether the proteome is representative of the trancriptome. Further, we established a novel framework for Gene Ontology overrepresentation that involves randomization testing. Every Gene Ontology term is tested whether randomly reassigning all gene labels of belonging to or not belonging to this term will decrease the overall expression level in this term. In CellFateScout - a bioinformatics tool for elucidating small molecule signaling pathways that drive cells in a specific direction we validated CellFateScout against other well-known bioinformatics tools. We stated the question whether our plugin is able to predict small molecule effects better in terms of expression signatures. For this, we constructed a protocol that uses randomization testing. We assess here if the small molecule effect described as a (set of) active signaling pathways, as detected by our plugin or other bioinformatics tools, is significantly closer to known small molecule targets than a random path.
The dentate gyrus (DG) of the hippocampus is one of the stem cell housing niches in the adult mammalian brain. Canonical Wingless-type (Wnt) signals provided by the microenvironment are one of the major niche factors that regulate the differentiation of adult neural stem cells (aNSCs) towards the neuronal lineage. Wnts are part of a complex and diverse set of signaling pathways with a wide range of possible interactions. It remains unknown whether different canonical and non-canonical Wnt signals act in a stage-specific manner to regulate distinctive steps of adult hippocampal neurogenesis. Using in vitro assays on adult hippocampal NSCs, we identified an attenuation of canonical Wnt/ß-Catenin signaling responsiveness in the course of neuronal differentiation, while non-canonical Wnt/Planar Cell Polarity (PCP) signaling events progressively increased. Single-cell genetic manipulations were performed by using retroviral vectors to target dividing progenitor cells in the murine hippocampus. Retrovirus-mediated knockdown of ATP6AP2, a recently discovered core protein involved in both Wnt signaling pathways, revealed that the dual role of this adaptor protein is dependent on the signaling context that is present. We were able to confirm its dual role in neurogenic Wnt signaling in cultured adult hippocampal progenitors (AHPs) for both canonical Wnt signaling in proliferating AHPs and non-canonical Wnt signaling in differentiating AHPs. Specific knockdown of ATP6AP2 in neural progenitor cells in vivo resulted in a decreased induction of neuronal cell fate and severe morphological defects of newborn neurons, likely via altering both canonical and non-canonical Wnt signaling. Furthermore, in vivo knockdown of PCP core proteins CELSR1-3 and FZD3 mimicked the maturational defects of ATP6AP2-deficient neuroblasts but did not affect granule cell fate. In summary, the data presented here characterize a transition of Wnt signaling responsiveness from Wnt/ß-Catenin signaling to non-canonical Wnt/PCP signaling in the course of granule cell fate that was confirmed in a human pluripotent stem cell (hPSC)-based model of dentate granule neurogenesis. Our findings suggest that these pathways show stage-dependent activities and regulate distinct steps of adult dentate granule cell neurogenesis. Conclusively, we provide evidence for a stage-specific regulation of fate determination through the Wnt/ß-Catenin pathway and granule cell morphogenesis through the Wnt/PCP signaling pathway, including the FZD3-CELSR1-3 system. Additionally, the Wnt adaptor protein ATP6AP2 is involved in earlier and later stages of adult neurogenesis and its knockdown in vivo resembles all phenotypic features of both canonical and Wnt/PCP signaling mutants.
Heparin is an anticoagulant drug. It is important in the treatment of deep vein thrombosis,pulmonary embolism and during surgeries. Heparin-induced thrombocytopenia (HIT) is a severe adverse reaction caused by the formation of ultralarge complexes of platelet factor 4 (PF4) with unfractionated heparin (UFH). It can lead to limb loss or fatal events like stroke, myocardial infarction or pulmonary embolism. HIT has an incidence of about 3% in patients receiving anticoagulative heparin treatment. PF4 is a tetrameric protein, released from the α-granules of platelets upon activation. PF4 is known to form antigenic complexes with UFH accompanied by structural changes of PF4. In this thesis, the size and size distribution of PF4 and PF4/heparin complexes were analyzed using asymmetrical flow field-flow-fractionation (AF4), photon correlation spectroscopy (PCS) and atomic force microscopy (AFM). PF4 tends to form auto-aggregates and to adsorb to different surfaces, including regenerated cellulose, polyethersulfone, quartz and glass. The aggregates are less pronounced in solutions at isotonic NaCl concentration. Arginine and Tween 20 were identified as possible ingredients to hinder the auto-aggregation of PF4. Also, it is shown by combining circular dichroism (CD) spectroscopy, atomic force microscopy (AFM) and isothermal titration calorimetry (ITC) with UFH and defined chain length (16-, 8-, 6-, 5-mer) heparins that structural changes (i.e., increase in β-sheets) alone are not sufficient to induce antigenicity. While UFH, 16-, 8-, and 6-mer heparins all induced an increase in the antiparallel β-sheet content to > 30% (as determined by CD spectroscopy), complex antigenicity as measured by anti-PF4/heparin antibody binding in an enzyme-linked immunosorbent assay (EIA) was only induced by UFH and 16-mer heparin. Fondaparinux (5-mer heparin), which forms in vitro non-antigenic complexes with PF4, did not induce structural changes of PF4. Interestingly, the structural changes induced by antigenic UFH and 16-mer heparin but not by non-antigenic shorter heparins were reversible at higher heparin concentrations. Furthermore, the complexes formed by PF4 with longer heparins were larger than those formed with shorter heparins as shown by atomic force microscopy (AFM). UFH, HO16 and HO08 are able to form ultralarge multimolecular complexes with PF4. ITC data indicated strong electrostatic interactions and energetically unfavorable conformational changes of PF4 with longer heparins, while for the short heparins, favorable conformational changes in the structure of PF4 are induced. This explains the reversibility of the structural changes seen for UFH and HO16 upon addition of an over-saturating amount of heparin. Finally, using differential scanning calorimetry (DSC) the thermal stability of PF4 and PF4/heparin complexes was assessed. Despite its tendency to form auto-aggregates, PF4 is a heat-stable protein. This stability is, length dependently, even increased in complex with heparins. This work shows important differences in the binding between PF4 and heparins of different chain length and might be relevant for the understanding of other biological functions of heparins (e.g., involvement in allergic and inflammatory reactions).
Chemistry and biology of Phenolics isolated from Myricaria germanica (L.) Desv. (Tamaricaceae)
(2014)
In accordance with the recent worldwide interest in plant phenolics, which emerges from their broad range of biological activities, particular emphasis has been focused, in the present thesis, on the constitutive phenolics of the extract of Myricaria germanica (L.) Desv. (Tamaricaceae). During the current thesis twenty phenolics (1 – 20) were isolated and identified from the aqueous/ethanol extract of the whole Myricaria germanica plant. The isolates include four hitherto unknown natural phenolics (2, 10, 12 and 20). Also, the cytotoxic activities of M. germanica extract, column fractions, and one new natural isolate against three different solid tumor cell lines, namely, breast cancer (MCF-7), prostate (PC-3), and liver (Huh-7) cancer cell using SRB viability assay have been investigated and first insights into mode of action have been obtained.
Transcriptional repression of regulated structural genes in eukaryotes often depends on pleiotropic corepressor complexes. A well-known corepressor conserved from yeast to mammalian systems is Sin3. In addition to Sin3, yeast Cyc8/Tup1 corepressor complex also regulates a diverse set of genes. Both corepressors can be recruited to target genes via interaction with specific DNA-binding proteins, leading to down-regulation of a large number of unrelated structural genes by associated histone deacetylases (HDACs). In vitro interaction studies performed in this work by GST pull-down assays showed that various repressor proteins (such as Whi5, Stb1, Gal80, Rfx1, Ure2, Rdr1, Xbp1, Yhp1, Rox1, Yox1, Dal80 and Mot3) are indeed able to bind pleiotropic corepressors Sin3 and/or Cyc8/Tup1. All repressors interacting with Sin3 contact its paired amphipathic helix domains PAH1 and/or PAH2. Mapping experiments allowed the characterization of minimum repressor domains and to derive a sequence pattern which may be important for repressor interaction with Cyc8 or Sin3. Interactions for some pathway-specific repressors such as Cti6 and Fkh1 have been studied comprehensively; minimal domains of Cti6 and Fkh1 required for interaction with Sin3 have been mapped and subsequently investigated by mutational analysis. In vitro interaction studies could show that amino acids 350-506 of Cti6 bind PAH2 of Sin3. To analyze this Cti6-Sin3 interaction domain (CSID) in more detail, selected amino acids within CSID were replaced by alanine. It turned out that hydrophobic amino acids V467, L481 and L491 L492 L493 are important for Cti6-Sin3 binding. The results of this work also suggest that repression is not executed entirely via Sin3, but rather CSID is also important for contacting pleiotropic corepressor Cyc8. In addition to PAH2 of Sin3, CSID also binds to tetratricopeptide repeats (TPR) of Cyc8. Furthermore, in vitro mapping studies revealed that Fkh1 also binds PAH2 of corepressor Sin3 via its N-terminal domain (aa 51-125). Binding studies with mutagenized Fkh1-Sin3 interaction domain (FSID) showed that Fkh151-125 variants L74A and I78A were unable to bind PAH2 of Sin3. Confirming in vitro studies, Cti6350-506 and Fkh151-125 also displayed in vivo interaction with PAH2 of Sin3 by using the “yeast two -hybrid” system. Chromatin immunoprecipitation (ChIP) analyses have demonstrated Cti6 recruitment to promoters of genes such as RNR3 and SMF3 containing iron responsive elements (IRE). Importantly, Sin3 was also recruited to these promoters but only in the presence of functional Cti6. Similarly, recruitment of Fkh1 and Sin3 to promoters of cell-cycle regulated genes CLB2 and SWI5 was shown. Recruitment of Sin3 was completely Fkh1-dependent. Additional findings of this work shed light on the fact that not only repressor proteins may contact Sin3 but also activator proteins not yet considered for interaction, e. g. specific activators such as Pho4 and Ino2. These findings indicate that Sin3 may fulfill functions beyond acting as a corepressor. In vitro studies on Sin3-Pho4 interaction showed that aa 156-208 of Pho4 are able to bind both PAH1 and PAH2 of Sin3, while an internal region of Ino2 comprising amino acids 119-212 binds to both Sin3 and Cyc8.
This study validates a newly-developed scale of consumer culture at individual-level in purchase-consumption context. Following unipolar approach in measurement, the applicable-reliable scale for consumer culture analyzes plausible effects of the seven cultural dimensions on three selected consumer-behaviors; anticipated regret, and two further purchase behaviors of variety-seeking and Quality-consciousness, comparing both Hedonic and Utilitarian aspect of consumer decisions. The interaction among the three behavioral variables are also studied. Feeling the necessity of cultural investigations in rather-unknown countries, Iran and Germany are focused.Iran is among the culturally undiscovered markets with an ever increasing demand; also German consumers have several unknown aspects in their purchase behaviors. Finally, the role of contextual elements — nationality, demographic profile and task— in consumer purchase behaviors are separately analyzed.
Magnetic reconnection is a ubiquitous phenomenon observed in a wide range of magnetized plasmas from magnetic confinement fusion devices to space plasmas in the magnetotail. The process enables the release of accumulated magnetic energy by rapid changes in magnetic topology, heating the plasma in the vicinity of the reconnection site, generating fast particles and allowing a wealth of instabilities to grow. This thesis reports on the results from a newly constructed linear, cylindrical and modular guide field reconnection experiment with highly reproducible events, VINETA.II. A detailed analysis of the reconnecting current sheet properties on a macroscopic and microscopic scale in time and space is presented. In the experiment, four parallel axial wires create a figure-eight in-plane magnetic field with an X-line along the central axis, as well as an axial inductive field that drives magnetic reconnection. Particle-in-cell simulations show that the axial current is limited by sheaths at the boundaries and that electrostatic fields along the device axis always set up in response to the induced electric field. Current sheet formation requires an additional electron current source, realized as a plasma gun, which discharges into a homogeneous background plasma created by a rf antenna. The evolution of the plasma current is found to be dominantly set by its electrical circuit. The current response to the applied electric field is mainly inductive, which in turn strongly influences the reconnection rate. The three-dimensional distribution of the current sheet is determined by the magnetic mapping of the plasma gun along the sheared magnetic field lines, as well as by radial cross-field expansion. This expansion is due to a lack of equilibrium in the in-plane force balance. Resistive diffusion of the magnetic field by E=η j is found to be by far insufficient to account for the high reconnection rate E=-dΨ/dt at the X-line, indicating the presence of large electrostatic fields which do not contribute to dissipative reconnection. High-frequency magnetic fluctuations are observed throughout the current sheet which are compared to qualitatively similar observations in the Magnetic Reconnection Experiment (MRX, Princeton). The turbulent fluctuation spectra in both experiments display a spectral kink near the lower hybrid frequency, indicating the presence of lower hybrid type instabilities. In contrast to the expected perpendicular propagation of mainly electrostatic waves, an electromagnetic wave is found in VINETA.II that propagates along the guide field and matches the whistler wave dispersion. Good correlation is observed between the local axial current density and the fluctuation amplitude across the azimuthal plane. Instabilities driven by parallel drifts can be excluded due to the large required drift velocities or low resulting phase velocities that are not observed. It is instead suggested that a perpendicular, electrostatic lower hybrid mode indeed exists that resonantly excites a parallel, electromagnetic whistler wave through linear mode conversion. The resulting fluctuations are found to be intrinsic to the localized current sheet and are independent of the slower reconnection dynamics. Their amplitude is small compared to the in-plane fields, and have a negligible contribution to anomalous resistivity through momentum transport in the present parameter regime.
In the search for new antifungal agents, this study dealt with the antimicrobial screening, extraction, isolation, structural elucidation as well as selective biological investigations of the isolated compounds. In addition, the impact of the culture conditions on growth and on biosynthesis of bioactive compounds was also studied. Besides, selective cyanobacteria were axenized and the taxonomy as well as the genetic relationship of axenic cyanobacteria that produced bioactive compounds with some other cyanobacteria was identified basing on the 16S rRNA gene sequences. 22 Vietnamese and 6 German cyanobacterial strains were screened for their antifungal activity using the agar diffusion assay. Among them, the MeOH/water extract from the biomass obtained from a laboratory culture of strain Bio 33, isolated from the Baltic Sea near Rügen Island, exhibited a specific antifungal activity against Candida maltosa and others human pathogenous fungi such as Candida albicans, Candida krusei, Aspergillus fumigatus, Microsporum gypseum, Trichophyton rubrum and Mucor sp. Besides, it was very impressed that extracts of strain Bio 33 showed no antibacterial activity against Escherichia coli, Pseudomonas aeruginosa, Bacillus subtilis, and Staphylococcus aureus. The taxonomy basing on 16S rRNA gene sequence of the axenic Bio 33 identified this strain as Anabaena cylindrica species. As a result of the bioassay-guided fractionation of the crude MeOH/water extract, four new lipopeptides, named balticidins A – D, were isolated. These lipopeptides represent a new structural type with the co-occurrence of a glycosylated cyclic peptide, a fatty acid containing chlorine and a disaccharide moiety. The main active fraction isolated from the MeOH/water extract of the biomass of Bio 33 which contains the four lipopeptides exhibited only marginal cytotoxic activity against the human bladder carcinoma cell line 5637 (IC50 = 93 μg/ml). The weak cytotoxic activity and the absence of antibacterial effects in the used in vitro test systems opens a promising future for further investigations to clarify the antifungal mechanism and for in vivo applications of the new lipopeptides. Different media, temperature, light intensity and period of irradiance, the depletion of nitrate and the trace element cobalt were investigated to figure out conditions at which Bio 33 produces maximum of balticidins under laboratory conditions. Temperature was the most apparent factor influencing the growth of Bio 33 and the production of balticidins. Bio 33 grew best in BG 11 medium plus 0.5% NaCl at 26°C, under white fluorescent continuous light and a light intensity of 20 μmol photons m-2 s-1. Nevertheless, under the same conditions, 22.5°C was the best temperature for the production of balticidins. Besides, harvesting of Bio 33 during the logarithmic growth phase, particularly at 20th day, should supply approximately maximum quantity of balticidins. At 22.5°C and 20 μmol photons m-2 s-1 under 24 h continuous irradiance, the depletion of nitrate had no negative effect on the growth and concentration of balticidin A but increased balticidin B and decreased balticidin C; the absence of cobalt slightly decreased the growth but had no clear effect on the production of balticidins. On the other hand, extracts of the culture medium of the Vietnamese cyanobacterium TVN40, exhibited antifungal activity against Candida maltosa and weak antibacterial activity. Extraction of the culture medium with XAD-16 and elution of the XAD-bounded compounds by different solvents resulted in five fractions (water, 80% MeOH, 100% MeOH, acetone, dichloromethan). Four compounds have been isolated from the 80% MeOH fraction and one was identified as a dioxindole derivative. Structural elucidation of the other three compounds is still in progress. TVN40 was formerly identified as an Anabaena sp. according to the morphological properties, but the 16S rRNA gene sequence confirms that the strain belongs to the genus Nostoc. Microscopic examination of TVN40 revealed that the filamentous strain was not a unialgal but a mixed culture with strange round cells (SRCs) - a unicellular cyanobacterium belonging to the order Chroococcales. Laboratory cultures of the pure filamentous strain TVN40, the isolated SRCs and the mixed culture of both strains were established. Both TVN40 and SRC culture media were responsible for the antibacterial activity against B. subtilis, S. aureus and E. coli. However, only the extract of the culture medium of TVN40 was active against C. maltosa. The supplement of cobalt enhanced the antimicrobial activity of the culture medium. Pure strains showed higher activity in comparison to the mixed culture of TVN40 and SRC.
Oral drug delivery is the preferred route of administration for the majority of drugs. Solid dosage forms arewell-accepted because of ease of administration, accurate dosing and high degree of patient compliance. The orodispersible technology platform has attracted increasing interest. Fast disintegrating in the mouth before swallowing, orodispersible dosage forms like orodispersible tablets (ODTs) address the need for patient-compliant medicines. ODTs represent a convenient alternative to conventional tablets or capsules. ODTs are an interesting approach when a rapid onset of therapeutic action is important. So far, ODTs have often been considered as an innovative variant of conventional oral solid dosage forms. Still, the development of ODT formulations is typically assisted by compendial in vitro test methods. However, the techniques described in international pharmacopoeias are non-specific for ODTs. After administration, the dispersion of an ODT in the mouth may provide effects which might influence the absorption of the drug. The performance of ODTs is more comparable to solutions/suspensions than to traditional tablets. To better guide the development of a new ODT formulation, this lack needs to be addressed. It is the aim of this work to design more specific in vitro test methods helping to improve understanding ODT formulations. To reflect the physiological conditions experienced by an ODT after administration, particular attention was given to the mouth where the ODT disperses and releases the drug before swallowing. In vitro biorelevant test setups simulating in vivo conditions were designed. An electronic tongue system was used to assess taste properties of ODTs. These test methods were applied in different stages of the ODT formulation development. Diclofenac being a poorly soluble and weakly acidic NSAID which is a standard medication for acute painful inflammatory conditions was used as a drug model. Three forms, i.e. the free acid and its sodium/potassium salt, were investigated for the formulation of palatable and fast acting ODTs. In Chapter 1, the development of biorelevant test setup reflecting the physiological conditions experienced by ODTs is described in detail. The newly-designed in vitro models successfully discriminated the different diclofenac forms in successive in vitro compartments simulating the mouth, the stomach and the small intestine. It was possible to identify peculiar dissolution profiles with diclofenac salts. Characterizing in-depth the diclofenac free acid and salt particles provided a better understanding of the peculiar dissolution profiles. Critical behaviors of diclofenac salts on their way from the mouth to the stomach and passing different pH conditions were extensively evaluated. Reasons for pH-dependent API precipitation and particle agglomeration were studied in detail. In pre-formulation studies, the proposed biorelevant test setups succeeded in helping to early identify critical pharmaceutical properties for diclofenac salts and to select diclofenac free acid as the most appropriate drug form providing the most stable in vitro performance. In Chapter 2, the electronic tongue method as an in vitro taste assessment tool for ODTs is proposed. Using the TS-5000Z taste sensing system (Insent Inc., Japan), the method was able to differentiate between the taste/aftertaste qualities and intensities of the three diclofenac candidates. The electronic tongue was also successfully used to differentiate different ODT formulations. The results obtained proved that valuable information can be gained. By this means, the taste perception of the diclofenac drug candidates were classified and rank against each other. For manufacturing taste-masked ODTs, diclofenac free acid, could be selected easily. The electronic tongue found out to be a precious tool in assisting the development of a new ODT product and finding the most appropriate multi-component formulation. Both proposed methods successfully showed their discriminative ability and also their utility in pre-formulation studies of ODTs. In the previous chapters, it was indeed possible to early select diclofenac free acid as the most suitable drug candidate for the targeted product profile. In Chapter 3, said methods were further used to guide the development of the taste masked diclofenac ODT formulation. This study highlights the importance of considering in vitro the physiological aspects which may have an impact on the in vivo performance of ODT dosage forms. The contact of ODTs with the mouth should be simulated in vitro for a better understanding of the in vivo behavior. With feasible biorelevant in vitro dissolution methods, an optimized correlation of in vitro and in vivo results may be achieved. The proposed in vitro test methods may provide data of predictive value and may support the rational development of ODT formulations.
Within this thesis the protein engineering, immobilization and application of enzymes in organic synthesis were studied in order to enhance the productivity of diverse biotransformations. Article I is a review about Baeyer-Villiger monooxygenases (BVMO) and provides a detailed overview of the most recent advantages in the application of that enzyme class in biocatalysis. Protein engineering of a former uncharacterized polyol-dehydrogenase (PDH) identified in the mesothermophilic bacterium Deinococcus geothermalis 11300 is described in Article II. Article III covers the combination of one PDH mutant with a BVMO in a closed-loop cascade reaction, thus enabling direct oxidation of cyclohexanol to ε-caprolactone with an internal cofactor recycling of NADP(H). Article IV and Article V report a process optimization for transamination reactions due to a newly developed immobilization protocol for five (S)- and (R)-selective aminotransferases (ATA) on chitosan support. Furthermore, the immobilized ATAs were applied in asymmetric amine synthesis. In Article VI, an ATA immobilized on chitosan, an encapsulated BVMO whole cell catalyst and a commercially available immobilized lipase were applied in a traditional fixed-bed (FBR) or stirred-tank reactor (STR), and were compared to a novel reactor design (SpinChem, SCR) for heterogeneous biocatalysis.