Visualization and validation of (Q)SAR models

Analyzing and modeling relationships between the structure of chemical compounds, their physico-chemical properties, and biological or toxic effects in chemical datasets is a challenging task for scientific researchers in the field of cheminformatics. Therefore, (Q)SAR model validation is essential to ensure future model predictivity on unseen compounds. Proper validation is also one of the requirements of regulatory authorities in order to approve its use in real-world scenarios as an alternative testing method. However, at the same time, the question of how to validate a (Q)SAR model is still under discussion. In this work, we empirically compare a k-fold cross-validation with external test set validation. The introduced workflow allows to apply the built and validated models to large amounts of unseen data, and to compare the performance of the different validation approaches. Our experimental results indicate that cross-validation produces (Q)SAR models with higher predictivity than external test set validation and reduces the variance of the results. Statistical validation is important to evaluate the performance of (Q)SAR models, but does not support the user in better understanding the properties of the model or the underlying correlations. We present the 3D molecular viewer CheS-Mapper (Chemical Space Mapper) that arranges compounds in 3D space, such that their spatial proximity reflects their similarity. The user can indirectly determine similarity, by selecting which features to employ in the process. The tool can use and calculate different kinds of features, like structural fragments as well as quantitative chemical descriptors. Comprehensive functionalities including clustering, alignment of compounds according to their 3D structure, and feature highlighting aid the chemist to better understand patterns and regularities and relate the observations to established scientific knowledge. Even though visualization tools for analyzing (Q)SAR information in small molecule datasets exist, integrated visualization methods that allows for the investigation of model validation results are still lacking. We propose visual validation, as an approach for the graphical inspection of (Q)SAR model validation results. New functionalities in CheS-Mapper 2.0 facilitate the analysis of (Q)SAR information and allow the visual validation of (Q)SAR models. The tool enables the comparison of model predictions to the actual activity in feature space. Our approach reveals if the endpoint is modeled too specific or too generic and highlights common properties of misclassified compounds. Moreover, the researcher can use CheS-Mapper to inspect how the (Q)SAR model predicts activity cliffs. The CheS-Mapper software is freely available at http://ches-mapper.org.

Identification and characterisation of Stx5 a novel interactor of VLDL-R affecting its intracellular trafficking and processing

We identified syntaxin 5 (Stx5), a protein involved in intracellular vesicle trafficking, as a novel interaction partner of the very low density lipoprotein (VLDL)-receptor (VLDL-R), a member of the LDL-receptor family. In addition, we investigated the effect of Stx5 on VLDL-R maturation, trafficking and processing. Here, we demonstrated mutual association of both proteins using several in vitro approaches. Furthermore, we detected a special maturation phenotype of VLDL-R resulting from Stx5 overexpression. We found that Stx5 prevented Golgi-maturation of VLDL-R, but did not cause accumulation of the immature protein in ER to Golgi compartments, the main expression sites of Stx5. Rather more, abundantly present Stx5 was capable of translocating ER-/N-glycosylated VLDL-R to the plasma membrane, and thus was insensitive to BFA treatment and incubation at low temperature. Based on our findings, we postulate that Stx5 can directly bind to the C-terminal domain of VLDL-R, thereby influencing the receptor’s glycosylation, trafficking and processing characteristics. Resulting from that, we further suggest that Stx5, which is highly expressed in neurons along with VLDL-R, might play a role in modulating the receptor’s physiology by participating in a novel/undetermined alternative pathway bypassing the Golgi apparatus.

Molecular cloning, heterologous expression and characterization of Strictosidine Glucosidase from Rauvolfia serpentina cell suspension cultures

Die vorliegende Arbeit hatte zum Ziel, die enzymatische Deglucosylierung von Strictosidin in Zellsuspensionskulturen von Rauvolfia serpentina zu charakterisieren.Ein Verfahren zur Isolierung und Reinigung von Strictosidin aus pflanzlicher Zellkulturen wurde entwickelt. Zwei somatische Hybridzellkulturen zwischen R. serpentina und Rhazya stricta wurden als potenzielle Quelle dieses Glucoalkaloides untersucht. Der Sekundärstoffwechsel der pflanzlichen Zellen wurde mit Methyljasmonat induziert und 15 Stoffe wurden identifiziert, u. a. das neue Indolalkaloid 3-Oxo-rhazinilam. Die Gehaltsänderung von 7 Indolalkaloiden nach Behandlung mit Methyljasmonat wurde untersucht.Deglucosylierung von Strictisidin bei in E. coli exprimierter Raucaffricin Glucosidase wurde detektiert.Die Strictosidin Glucosidase kodierende cDNA wurde aus R. serpentina Zellsuspensionskulturen cloniert und in E. coli exprimiert. Das Enzyme wurde mit Hilfe des Inteintages gereinigt und seine Eigenschaften wurden untersucht, u. a. optimale Temperatur und pH Wert und Substratspezifität.Die Produkte von der enzymatischen Strictosidinhydrolyse wurden als Cathenamin (unter normalen Bedingungen) und Sitsirikin und Isositsirikin (im Gegenwart von Reduktoren) identifiziert. Das neue Indolalkaloid 3-Isocorreantin A wurde nach der enzymatischen Deglucosylierung von Dolichantosid (Nß-Methylstrictosidin) gebildet.

Functionalization and detection of RNA and its modifications

Unterschiedlich substituierte Reagenzien, basierend auf dem Cumarin Körper, wurden untersucht und Struktur-Funktions-Beziehungsstudien zeigten eine Selektivität für ein natürlich vorkommendes, modifiziertes Nukleosid, 4-Thiouridine (s4U). Im Verlauf dieser Experimente, fiel ein multifunktionales Cumarin, namens PBC, aus mehreren Gründen auf. Neben seiner 2000 fachen Selektivität für s4U gegenüber Uridin, besitzt PBC ein zusätzliches terminales Alkin für Konjugationsreaktionen mit Aziden. Es wurde zusätzlich zur Fluoreszenzmarkierung von small interfering RNA benutzt, deren Fluoreszenz in Zellen beobachtet werden konnte. Mit PBC kommt ein neues chemisches Reagenz zur Detektion von modifizierten Nukleosiden zum bereits vorhandenen Repertoire hinzu.rnDiese Arbeit zeigt zusätzlich eine neue Labelingstrategie, basierend auf einem kleinen, multifunktionalen chemischen Reagenz, welches spezifisch mit Uridinen in RNA reagiert. Dieses Cumarin-basierte Reagenz, namens N3BC, hat den Vorteil (I) post-transkriptionell gegenüber allen möglichen RNAs einsetzbar zu sein, (II) Fluoreszenz zu zeigen und (III) eine weitere funktionelle Gruppe zu besitzen, die in Biokonjugationsreaktionen einsetzbar ist. Die letzteren umfassen z.B. die durch UV ausgelösten crosslinking Experimente mit verwandten Proteinen, sowie die bioorthognale CuAAC Reaktion mit fluoreszenten Alkin-Farbstoffen.rnFür verlässliche Detektion wurden mehrere LC-MS/MS Methoden, zur Identifizierung und Quantifizierung von bis zu 21 Ribonukleosiden und 5 Deoxyribonukleosiden in einem Einzellauf, entwickelt. Zusätzlich wurden diese Methoden in mehreren Studien, hauptsächlich von Methyltransferasen, angewandt. rn

Brand formative design - development and assessment of product design from a future, brand and consumer perspective

With this dissertation research we investigate intersections between design and marketing and in this respect, which factors do contribute that a product design becomes brand formative. We have developed a Brand Formative Design (BFD) framework, which investigates individual design features in a holistic, comparable, brand relevant, and consumer specific context. We discuss what kinds of characteristics contribute to BFD but also illuminate how they should be applied and examine: rnA holistic framework leading to Brand Formative Design. Identification and assessment of BFD Drivers. The dissection of products into three Distinctive Design Levels. The detection of surprising design preferences. The appropriate degree of scheme deviation with evolutionary design. Simulated BFD development processes with three different products and the integration of consumers. Future oriented objectification, comparability and assessment of design. Recommendations for the management of design in a brand specific context. Design is a product feature, which contributes significantly to the success of products. However, the development of new design contains challenges. Design can hardly be objectified; many people have an opinion concerning the attractiveness of new products but cannot formulate their future preferences. Product design is widely developed based on intuition, which can be difficult for the management of design. Here the concept of Brand Formative Design can provide a framework which contributes to structure, objectify, develop and assess new evolutionary design in brand and future relevant contexts, but also integrates consumers and their preferences without restricting creativity too much.

Development, characterization, and application of flowing atmospheric-pressure afterglow ionization for mass spectrometric analysis of ambient organic aerosols

Addressing current limitations of state-of-the-art instrumentation in aerosol research, the aim of this work was to explore and assess the applicability of a novel soft ionization technique, namely flowing atmospheric-pressure afterglow (FAPA), for the mass spectrometric analysis of airborne particulate organic matter. Among other soft ionization methods, the FAPA ionization technique was developed in the last decade during the advent of ambient desorption/ionization mass spectrometry (ADI–MS). Based on a helium glow discharge plasma at atmospheric-pressure, excited helium species and primary reagent ions are generated which exit the discharge region through a capillary electrode, forming the so-called afterglow region where desorption and ionization of the analytes occurs. Commonly, fragmentation of the analytes during ionization is reported to occur only to a minimum extent, predominantly resulting in the formation of quasimolecular ions, i.e. [M+H]+ and [M–H]– in the positive and the negative ion mode, respectively. Thus, identification and detection of signals and their corresponding compounds is facilitated in the acquired mass spectra. The focus of the first part of this study lies on the application, characterization and assessment of FAPA–MS in the offline mode, i.e. desorption and ionization of the analytes from surfaces. Experiments in both positive and negative ion mode revealed ionization patterns for a variety of compound classes comprising alkanes, alcohols, aldehydes, ketones, carboxylic acids, organic peroxides, and alkaloids. Besides the always emphasized detection of quasimolecular ions, a broad range of signals for adducts and losses was found. Additionally, the capabilities and limitations of the technique were studied in three proof-of-principle applications. In general, the method showed to be best suited for polar analytes with high volatilities and low molecular weights, ideally containing nitrogen- and/or oxygen functionalities. However, for compounds with low vapor pressures, containing long carbon chains and/or high molecular weights, desorption and ionization is in direct competition with oxidation of the analytes, leading to the formation of adducts and oxidation products which impede a clear signal assignment in the acquired mass spectra. Nonetheless, FAPA–MS showed to be capable of detecting and identifying common limonene oxidation products in secondary OA (SOA) particles on a filter sample and, thus, is considered a suitable method for offline analysis of OA particles. In the second as well as the subsequent parts, FAPA–MS was applied online, i.e. for real time analysis of OA particles suspended in air. Therefore, the acronym AeroFAPA–MS (i.e. Aerosol FAPA–MS) was chosen to refer to this method. After optimization and characterization, the method was used to measure a range of model compounds and to evaluate typical ionization patterns in the positive and the negative ion mode. In addition, results from laboratory studies as well as from a field campaign in Central Europe (F–BEACh 2014) are presented and discussed. During the F–BEACh campaign AeroFAPA–MS was used in combination with complementary MS techniques, giving a comprehensive characterization of the sampled OA particles. For example, several common SOA marker compounds were identified in real time by MSn experiments, indicating that photochemically aged SOA particles were present during the campaign period. Moreover, AeroFAPA–MS was capable of detecting highly oxidized sulfur-containing compounds in the particle phase, presenting the first real-time measurements of this compound class. Further comparisons with data from other aerosol and gas-phase measurements suggest that both particulate sulfate as well as highly oxidized peroxyradicals in the gas phase might play a role during formation of these species. Besides applying AeroFAPA–MS for the analysis of aerosol particles, desorption processes of particles in the afterglow region were investigated in order to gain a more detailed understanding of the method. While during the previous measurements aerosol particles were pre-evaporated prior to AeroFAPA–MS analysis, in this part no external heat source was applied. Particle size distribution measurements before and after the AeroFAPA source revealed that only an interfacial layer of OA particles is desorbed and, thus, chemically characterized. For particles with initial diameters of 112 nm, desorption radii of 2.5–36.6 nm were found at discharge currents of 15–55 mA from these measurements. In addition, the method was applied for the analysis of laboratory-generated core-shell particles in a proof-of-principle study. As expected, predominantly compounds residing in the shell of the particles were desorbed and ionized with increasing probing depths, suggesting that AeroFAPA–MS might represent a promising technique for depth profiling of OA particles in future studies.