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Summary and Outlook The aim of this work was the investigation of the Mn2+ binding sites in hammerhead and the Diels-Alder ribozymes. This project consists of three main topics. In the first part quantification and structural characterization of Mn2+ binding sites in the m- and the tsHHRz using Electron Paramagnetic Resonance (EPR) spectroscopy are described. The second part summarizes the newest results obtained for the cleavage activity of both mand tsHHRzs in the presence of different Mg2+ and Mn2+ and Na+ ion concentrations using the new method with fluorescent-labeled RNAs. Here the influence of neomycin B on the structure of Mn2+ binding pockets and on the catalytic activity of both HHRzs is discussed. In addition, a possible role of Mn2+ ions is suggested from correlation of the EPR data with the kinetic results. The last chapter is devoted to quantification and differentiation of Mn2+ binding sites of the Diels-Alder ribozyme using continuous wave (cw) EPR experiments in solution. In this work EPR spectroscopy was used to study the binding of Mn2+ ions to the cis tsHHRz and to compare it with the binding to the trans mHHRz and to the Diels-Alder ribozyme. Cw EPR measurements showed that the tsHHRz possesses a single highaffinity Mn2+ binding site with a KD of < 10 nM at a NaCl concentration of 0.1 M. This dissociation constant is three orders of magnitude smaller than the KD determined for the single high-affinity Mn2+ site in the mHHRz (KD = 4.4 μM). The measurements of catalytic activity have been performed using fluorescent-labeled RNAs. Compared to the mHHRz, the cis tsHHRz cleaves up to 20-fold faster in the presence of Mg2+/Mn2+ ions with no saturation of the cleavage rates at high metal(II) ion concentrations. This is in good agreement with the last investigations on the trans tsHHRz (Nelson et al. 2005). Thus, the much stronger Mn2+ binding and higher cleavage activity were attributed to the interaction between the two external loops of the tsHHRz which reduces the RNA dynamics and traps the Mn2+ in the tightly folded conformation. Intriguingly, according to the EPR studies the binding constants for Mn2+ ions are several orders higher than the concentration of Mn2+ ions required for the catalytic activity (mHHRz: KD = 4.4 ± 0.5 μM and the Mn2+ concentration required to achieve half of the maximum cleavage rate [Mn2+]1/2 = 4.1 ± 0.6 mM respectively). Therefore, strongly bound Mn2+ ions seem to be needed for the folding of the HHRz, whereas weakly bound metal(II) ions are required to achieve full catalytic activity, and may be directly involved in catalysis. A comparison between the Electron Spin Echo Envelope Modulation (ESEEM) and Hyperfine Sublevel Correlation (HYSCORE) spectra of m- and tsHHRz demonstrates that both binding sites in HHRzs are structurally very similar. This suggests that the Mn2+ is located in both ribozymes between the bases A9 and G10.1 of the sheared G•A tandem basepair, as shown previously and in detail for the mHHRz (Vogt and DeRose 1998, Schiemann et al. 2003). However, the hyperfine spectra of the tsHHRz with 15N labeled G10.1 revealed no difference in comparison with the ones with 14N. This leads to an interpretation that the Mn2+ binding sites in both ribozymes are not identical. In addition, aminoglycoside antibiotic neomycin B inhibits the cleavage activity of both despite of the fact that it displaces the high-affinity Mn2+ ion only from the mHHRz. Hence, binding of neomycin B to the m- and the tsHHRzs probably occurs at different sites and neomycin B displaces only loosely bound Me2+ ions from the tsHHRs, whereas in the mHHRz both the high-affinity ion and the weakly bound ions are replaced. Therefore, it cannot be excluded that weakly bound Mg2+/Mn2+ ions, together with looploop interactions, induce a structural rearrangement which brings the high-affinity ion closer to the cleavage site. In the case of the Diels-Alder ribozyme it possesses five Mn2+ binding sites with KD = 0.6 ± 0.2 μM in solution under conditions where it is catalytically active. The competition experiment with Cd2+ allows to distinguish three different types of Mn2+ binding sites in the Diels-Alder ribozyme including inner-sphere monomeric Mn2+, monomeric Mn2+ bound through water-mediated contacts and electronically coupled dimeric Mn2+. Three Mn2+ ions are more strongly bound to the ribozyme via inner-sphere contacts, whereas two other Mn2+ ions form water-mediated outer-sphere contacts with the nucleotides of the ribozyme. The inner-sphere Mn2+ with the highest affinity and the fourth Mn2+ ions added to the ribozyme form a dimer with a Mn2+-Mn2+ distance of ~6 Å (as arises from simulations). Moreover, an addition of the product analog inhibitor (AMDA) to the [Diels-Alder ribozymes/ Mn2+] complex shows no conformational changes in the Mn2+ binding pockets. This is in good agreement with the recent studies which suggest that the Diels-Alder ribozyme is preorganized (Keiper et al. 2004). Some considerations on the evolution of the project (Outlook) There may be several venues of continuation of this project, which exploit on unique combination of EPR experiments and biochemical studies on RNA. This combination may allow us to significantly contribute to understanding of metal role in HHRz catalysis. Since the tsHHRz possesses the high affinity Mn2+ binding site (Kd < 10 nM) it creates a possibility to find conditions where the structural site is occupied by Mn2+, while catalytic sites are occupied by Mg2+ ions. If these conditions will be established by EPR titration, a set of standard biochemical experiments may be designed to look at the kinetic of cleavage and differentiate the “structural” and catalytic effects. The other experiment would be to look at the Mn2+ binding site in the tsHHRz in comparison with P1 and P1/P2 complexes and compare the results with the ones for the mHHRz. No matter the answer, P1 can be used as a simpler model to study the effect of tertiary structure on Mn2+ binding. A set of the tsHHRz mutants can be created to observe the mutations affect on Mn2+ binding sites, Mn2+ affinity and correlate the data with the kinetic analysis. FRET-based kinetic assay with fluorophore pairs on P1 and P2 can be designed for the kinetic experiments. Having this system one will be able to perform kinetic measurements 100-fold faster comparing to standard gel procedures (everything will be done in 96-wells). By manipulating the lengths and the sequence of P2 we most likely will be able to use FRET assay for the chemical step analysis (provided Kd > k2), and measure it using stop-flow system with time resolution of microseconds. And finally, one will be able to quantitatively measure the effect of neomycin B on the tsHHRz. Another interesting possibility would be to look at the state of metal(II) in the tsHHRz – enzyme alone (dissociated product) and in the enzyme-product complex and compare with the full-length tsHHRz. It will provide the information about the local rearrangements upon catalysis and the role of metal(II) ions. Furthermore, additional pulse-EPR experiments using 15N labeling have to be performed in order to reveal the location of the high-affinity Mn2+ binding site in the tsHHRz. Additionally, paramagnetic Mn2+ ions can be localized within the global fold of HHRzs using PELDOR and site-directed spin labeling. Further characterization of the high-affinity binding site in the tsHHRz can be performed using high-field ENDOR measurements in order to obtain the 14N and 31P tensors.
Unlimited self-renewal is an absolute prerequisite for any malignancy, and is the ultimate arbiter of the continuous growth and metastasis of tumors. It has been suggested that the self-renewal properties of a tumor are exclusively contained within a small population, i.e., the so-called cancer stem cells. Enhanced self-renewal potential plays a pivotal role in the development of leukemia. My data have shown that APL associated translocation products PML/RARalpha and PLZF/RARalpha increased the replating efficiency of mouse lin-/Sca1+ hematopoietic stem cells (HSCs). This effect is partly mediated by induction of gamma–catenin which is an important mediator of the Wnt signaling pathway and has been shown to be up regulated by the AML associated translocation products(AATPs). Suppression of gamma–catenin by siRNA can abrogate the increased replating efficiency induced by AATPs. Transduction of gamma–catenin in lin-/Sca1+ HSCs led to increased replating efficiency and the expression of stem cell markers Sca1 and c-kit. Additionally it induced accelerated cell cycle progression of mouse bone marrow HSCs. Transduction/transplantation mouse models have shown that ectopic expression of gamma–catenin in HSCs led to acute myeloid leukemia without maturation. These data suggest important roles of Wnt signaling pathway in the leukemogenesis induced by PML/RARalpha, PLZF/RARalpha and AML1/ETO. In contrast to AATPs, CML and Ph+-ALL associated translocation products p185(BCR-ABL) and p210(BCR-ABL) did not affect the self-renewal potential of hematopoietic stem/progenitor cells. However my studies indicated that their reciprocal translocation products p40(ABL/BCR) and p96(ABL/BCR) actually increased the replating efficiency of hematopoietic stem/progenitor cells. The effect is stronger when induced by p96(ABL/BCR) than by p40(ABL/BCR). It is very intriguing that p96(ABL/BCR) can activate Wnt signaling and up regulate the expression of HoxB4. Transduction/transplantation mouse model has shown that p40(ABL/BCR) and p96(ABL/BCR) both have their own leukemogenic potential. Given the fact that leukemic stem cells maintain the growth of tumor and are the origin of relapse, the cure of leukemia is dependent on the eradication of the leukemic stem cell and abrogation of aberrantly regulated self-renewal capability. Both t-RA and As2O3 have been shown to induce complete remission in APL patients with PML/RARalpha translocation product. However, t-RA as a single agent achieves completeremission (CR) but not complete molecular remissions (CMR). Therefore, virtually all patients will experience a relapse within a few months. In contrast to t-RA, As2O3 as a single agent is able to induce CR as well as CMR followed by long-term relapse-free survival in about 50% of APL patients even if relapsed after treatment with t-RA-containing chemotherapy regimens. Nothing is known about the mechanisms leading to the complete different clinical outcomes by the two compounds although both have been shown to induce differentiation of blast cells, proliferation arrest, induction of apoptosis and degradation of PML/RARalpha. We investigated the effect of t-RA and arsenic on PML/RARalpha-expressing cell population with stem cell capacity derived from the APL cell line NB4 as well as Sca1+/lin- murine bone marrow cells. We found that t-RA did not reduce the replating efficiency in PML/RARalpha- and PLZF/RARalpha-infected Sca1+/lincells whereas it selected small compact colonies representing very early progenitor cells. T-RA was unable to reduce the capacity to form colony forming units-spleen (CFU-S) of Sca1+/lin-cells expressing PML/RARalpha, additionally t-RA did not impair the capability of engraftment of NB4 cells in NOD/SCID mouse. On the contrary to t-RA, As2O3 abolished the aberrant self-renewal potential of Sca1+/lin- cells expressing PML/RARalpha. As2O3 not only abolished the replating efficiency of PML/RARalpha positive cells but also completely abrogated the ability of PML/RARalpha-positive HSC to produce CFU-S in vivo. On the contrary to As2O3, t-RA increased the absolute cell number and the percentage of cells in the side population with respect to the whole cell population in NB4 cells. Taken together these data suggest that arsenic but not all-trans retinoic acid overcomes the aberrant stem cell capacity of PML/RARalpha positive leukemic stem cells. My data prove for the first time that there is a direct relationship between the capacity of compounds to effectively target the LSC and their capacity to eradicate the leukemia, and, thereby, to induce complete molecular remission and long-term relapse-free survival. Thus, in order to increase the curative potential of leukemia therapies, future studies need to include the effect of given compounds on the stem cell compartment to determine their ability to eradicate the LSC.
Membranes are essential for life, because a cell must separate itself from the environment to keep its molecules from dissipating away and also must keep out foreign molecules that disturb them or their cell components. However, the cell must communicate with the environment and adapt to the external conditions, needs to pump in nutrients and release toxic products of its metabolism. Membrane proteins present in the membranes of the cell and cell organelles, help the cell to gather information about the environment and perform various biological processes. Membrane proteins perform a wide range of biological functions including respiration, signal transduction and transport. Despite their high importance in biological function, only few structures have been determined because of the difficulties in producing high amounts of membrane proteins and obtaining good quality crystals. This Ph. D. thesis involves the study of different kinds of cytochrome oxidases and a membrane anchored cytochrome oxidase electron donor. Though structures of many cytochrome oxidases are known to date, there exist many different types of oxidases in different organisms, which help the organism to survive under unfavorable environmental conditions. The structural differences between these terminal oxidases which make the organism to survive in extreme environments are unclear. To investigate these, structures of different types of oxidases are necessary. Therefore, we are interested in revealing the structural details of different types of oxidases. The different types of oxidase I worked with were the caa3 HiPIP:oxygen oxidoreductase from Rhodothermus marinus, the aa3-type quinol oxidase from Acidianus ambivalens and bd-type quinol oxidase from three different organisms (Escherichia coli, Bacillus thermodenitrificans and Aquifex aeolicus). Besides the protein from E. coli all other proteins are from thermophilic organisms from which the proteins obtained are generally believed to be highly stable. The presence of a high content of charged amino acids that enhances the occurrence of salt bridges contributes to the stability of thermophilic proteins. ....
In this thesis the three dimensional solution strucutre of the RbfA protein from Thermotoga maritima was solved using multidimensional heteronuclear NMR spectroscopy. The RbfA protein binds to the helix I region of the 16S rRNA. To gain insights into the binding mode of RbfA to its target, a second RbfA construct from Helicobacter pylori was used. Comparison of the RbfA proteins with the published structure of RbfA from Escherichia coli, led to studies concerning the differences between proteins from thermophile and mesophile systems. In the second part of this thesis the native binding motive of the RbfA protein was identified. The RbfA protein binds to an alternate helix fold within the pre-sequence of the immature 16S rRNA.
Membrane proteins play vital role in a variety of cellular processes, such as signal transduction, transport and recognition. In turn they are involved in numerous human diseases and currently represent one of the most prevalent drug targets. A comprehensive understanding of the mechanisms mediated by membrane proteins requires information about their structures at near-atomic resolution, although structural studies of membrane proteins remain behind those of soluble proteins. A bottleneck in the study of membrane proteins resides in the difficulties that are encountered during their high-level production in cell based systems. However, many toxic effects attributed to the over production of membrane proteins are eliminated by cell-free expression, as viable host cells are no longer required. Therefore, the objective of this study was to obtain adequate amounts of selected membrane transport proteins for their structural studies using a cell-free expression system. For the establishment of the cell-free system for membrane proteins, the transporters YbgR and YiiP from Salmonella typhimurium LT2, PF0558 and PF1373 from Pyrococcus furiosus, from the cation diffusion family (CDF), BetP from Corynebacterium glutamicum from the betaine/carnitine/choline transporter (BCCT) family and Aq-2030 from Aquifex aeolicus VF5 from the monovalent cation/proton antiporter-2 (CPA2) family were selected. An Escherichia coli S-30 extract based cellfree system was established by generating the best expression constructs of the target proteins, preparing T7 RNA polymerase and an S-30 extract with high translation efficiency. The functionality of the S-30 extract was shown by the cell-free expression of correctly folded Green Fluorescent Protein (GFP). Essential factors of the cell-free system such as the Mg2+ concentration, the bacterial S-30 extract proportion in the reaction mixture and the time-course of cell-free reactions have been optimized. For the cell-free production of membrane proteins in soluble form, the possibility to supplement cell-free reactions with detergents was explored. A wide range of non-ionic or zwitterionic detergents, were found to be compatible with cell-free synthesis, while ionic detergents and non-ionic detergents at high concentrations had an inhibitory effect. Moreover, high concentrations of polyoxyethylene-alkyl-ethers (Brij) detergents were found to have enhancing effect on the production levels as well as on the solubility of cell-free produced proteins. As membrane proteins tend to misfold and aggregate in a membrane-free translation system, the possibility to supplement the cell-free reactions with inner membrane vesicles (IMVs) to obtain correctly folded target transport proteins was explored. All the target proteins were successfully produced in the batch cell-free reactions and were found to be incorporated in the IMVs. A continuous exchange cell-free (CECF) system was established, where consumable substrates (amino acids, nucleotides and energy regenerating compounds) were supplied to the cell-free reaction mixture through a dialysis membrane, which in consequence resulted in high-level production of target proteins compared to the batch system. The osmosensing and osmoregulated sodium-coupled symporter BetP from C. glutamicum was chosen for the large scale production in CECF set-up. The protein is easily produced in E. coli and is functional as assayed by its transport activity, after purification and reconstitution in liposomes. It is therefore possible to compare in-vivo and cell-free production. High-level cell-free production of BetP was achieved in CECF mode in different forms: (i) as precipitate, (ii) as soluble form in detergent, and (iii) incorporated in IMVs. Cell-free production of BetP resulted in the yield of about 0.5 mg of purified BetP from 1 ml of CECF reaction. The yield of purified BetP was increased to 1.6 fold by addition of 1% polyoxyethylene-(20)-cetyl-ether (Brij58) detergent in the reaction mixture. Moreover, the high level cell-free production of BetP (0.5 mg purified BetP/ml reaction mixture) incorporated in IMVs was shown for the first time in this work.However, it was observed that oligomerization of BetP was not efficient in the cell-free system. Factors that can promote the folding of membrane proteins such as lipids and chaperones were investigated. Addition of lipids and molecular chaperone GroE facilitated correct folding of BetP resulting in increased yield and stability of cell-free produced BetP. The results obtained indicate that most of the cell-free produced BetP exists in functional oligomeric form. The possibility of obtaining milligram amounts of BetP, a 12 trans-membrane protein from the cell-free reactions holds promise for structural and functional studies of other membrane proteins. In any case, the strategies adapted in this study should prove extremely valuable for the production of membrane proteins in the E. coli cell-free expression system.
First milestone of this Ph.D. thesis was the successful extension of conventional NTA/His-tag technique to self-assembling, multivalent chelator thiols for high-affinity recognition as well as stable and uniform immobilization of His-tagged proteins on chip surfaces. Bis-NTA was linked via an oligoethylene glycol to alkyl thiols by an efficient modular synthesis strategy yielding a novel, multivalent compound for formation of mixed SAMs with anti-adsorptive matrix thiols on gold. Multivalent chelator chips allow a specific, high-affinity, reversible, long-term immobilization of His-tagged proteins. In AFM studies reversibility of the specific protein immobilization process was visualized at single molecule level. The entire control over the orientation of the immobilized protein promotes this chip surface to an optimal platform for studies focusing on research targets at single molecule level and nanobiotechnology. Based on the constructed protein chip platform above and a novel AFM mode (contact oscillation mode, COM) – developed during the current Ph.D. work – protein nanolithography under physiological conditions enabling fabrication of active biomolecular patterns in countless variety has been established. Reversible COM-mediated nanostructuring is exceptionally suitable for multiplexed patterning of protein assemblies in situ. The first selfassembled protein layer acts as a biocompatible and ductile patterning material. Immobilized proteins can be replaced by the AFM tip applying COM, and the generated structures can be erased and refilled with different proteins, which are immobilized in a uniform and functional manner. Multi-protein arrays can be systematically fabricated by iterative erase-and-write processes, and employed for protein-protein interaction analysis. Fabrication of two-dimensionally arranged nanocatalytic centres with biological activity will establish a versatile tool for nanobiotechnology. As an alternative chip fabrication approach, the combined application of methodologies from surface chemistry, semiconductor technology, and chemical biology demonstrated successfully how pre-patterned templates for micro- and nanoarrays for protein chips are fabricated. The surface physical, as well the biophysical experiments, proved the functionality of this technology. The promises of such process technology are fast and economic fabrication of ready-to-use nanostructured biochips at industrial scale. Membrane proteins are complicated in handling and hence require sophisticated solutions for chip technological application. A silicon-on-insulator (SOI) chip substrate with microcavities and nanopores was employed for first technological investigation to construct a protein chip suitable for membrane proteins. The formation of an artificial lipid bilayer using vesicle fusion on oxidized SOI cavity substrates was verified by CLSM. Future AFM experiments will give further insights into the chip architecture and topography. This will provide last evidence of the sealing of the cavity by the lipid bilayer. Transmembrane proteins will be employed for reconstitution experiments on this membrane protein chip platform. Highly integrated microdevices will find application in basic biomedical and pharmaceutical research, whereas robust and portable point-of-care devices will be used in clinical settings.
Chalcogen-based species are common ligands in transition-metal chemistry and display a variety of coordination modes. Like alkyl- and arylchalcogenolates, silylchalcogenolates are able to stabilize transition-metal complexes. Metal chalcogenolates LnM-ESiR3 with small organic residues R can serve as precursors for larger metal–chalcogenide clusters, which can be accessed by cleaving the E-Si bond. Furthermore, large silyl residues at the chalcogen atom serve to kinetically stabilize reactive systems. To explore the diverse chemistry of this class of compounds, a number of different silyl chalcogenolates were synthesized, including the sodium siloxide Ph2MeSiONa and the chalcogen derivatives of the extremely sterically hindered silyl residues tBu2PhSi- und tBu3Si-. The anionic silyl species tBu2PhSiNa and tBu3SiNa nucleophilically degrade elemental chalcogens (S, Se, and Te), thus producing the silyl chalcogenolates tBu2PhSiENa and tBu3SiENa (E = S, Se, Te). The chemical and structural properties of these compounds were studied. Protonolysis produces the corresponding chalcogenols tBu2RSiEH, while oxidation leads to the dichalcogenides tBu2RSiE-ESiRtBu2 (R = tBu, Ph; E = S, Se, Te). Oxidative addition of the dichalcogenides to metal centers in low oxidation states offers one route to chalcogenolate complexes. To investigate the realm of this approach, three oligochalcogen compounds R3SiE-E′n-ESiR3 were synthesized. The tetrasulfane tBu3SiS-S2-SSitBu3 and the chalcogen(II)dithiolates (tBu3SiS)2Se and (tBu3SiS)2Te were produced, and their stability was investigated. The direct comparison of isoelectronic species allows for a deeper understanding of their similarities and differences. The silanides R3Si– can be considered as anionic phosphane analogues in which a phosphorus atom has been formally replaced with a Si– unit. Phosphanylborhydrides R2BH3P– also belong to this isoelectronic series. The same analogy holds true for the chalcogen derivatives related to the phosphane chalcogenides R3P=E. With this in mind, complexes of the CpFe(CO)2 fragment with the different isoelectronic ligands were synthesized and compared. The silyl-based ligands were found to be the strongest donors of the two isoelectronic series. The differences in donor strength were roughly twice as large for the nonchalcogen species as for the chalcogen-based ligands. To further investigate the chemistry of transition-metal silyl chalcogenolate complexes, the coordination behavior of the chalcogenolates tBu2RSiE– (R = tBu, Ph; E = S, Se, Te) was studied. Salt metathesis of silyl thiolates with appropriate metal halides leads to the multinuclear complexes [Cu(SSitBu2Ph)]4 and [ZnCl(SSitBu3)(THF)]2. Metathesis products were identified in the reactions of BrMn(CO)5 with one or two equivalents of tBu3SiSNa(THF)2. Diproporationation of these compounds leads to dimeric Mn(I)Mn(II) complexes. The crystal structure of the dinuclear disproportionation product [(CO)3Mn(mu-SSitBu3)3Mn(SSitBu3)]– displays a terminal tBu3SiS– ligand, which coordinates with a Mn-S-Si angle of 180°. This geometry indicates that the thiolate can be considered as a six-electron donor (2 sigma e–, 4 pie–), analogous to the cyclopentadienyl ligand. Photoinduced oxidative addition of the dichalcogenides to Fe(CO)5 leads to the dimeric complexes [(CO)3Fe(ESitBu3)]2 (E = S, Se, Te). The tellurolate complex forms quantitatively within 8 h. The thiolate complex, on the other hand, is formed slowly over a period of six months. IR-spectroscopic investigation of the CO vibrations of the three homologous complexes indicates that the tellurolate is the strongest donor of the series.
An application of EPR spectroscopy that is becoming increasingly important is the measurement of distances between electron spins. Several EPR methods have been developed for this purpose, all based on measuring the dipolar coupling between two spins. Due to the specific nature of the sample, we applied dipolar relaxation enhancement measurements to study the geometry of a protein-protein complex. The paramagnetic centers in question had EPR spectra that were too broad and had such short relaxation time that they could not be studied using the more straightforward PELDOR technique. EPR spectral resolution can be increased appreciably by measuring at a frequency higher than conventional X-band (9 GHz) frequency. The spectra of many paramagnetic species can only be resolved at frequencies higher than 90 GHz. For accurate measurement of the orientation of the vector between two dipolar coupled spins with respect to the g-tensors of the spins, high spectral resolution is required. We therefore performed our EPR measurements at G-band (180 GHz) frequency. Dipolar relaxation measurements were applied to study the complex that is formed by the two electron-transfer proteins cytochrome c and cytochrome c oxidase (CcO) from the soil bacterium Paracoccus denitrificans. We were able to detect dipolar relaxation enhancement due to complex formation of soluble subunit II of P.d. CcO (CcOII) with two substrate cytochromes, which was practically absent in a mixture of CcOII with the negative control protein cytochrome c1. This complex formation was characterized by a pronounced temperature dependence that could be simulated using a home-written computer program. The G-band EPR measurements could not be simulated with a single complex geometry. This provided evidence for the hypothesis that electron-transfer protein complexes are short-lived and highly dynamic; they do not seem to form one specific electron-transfer conformation, but rather move around on each other’s binding surfaces and transfer an electron as soon as the distance between donor and acceptor is short enough. As a test of our simulation program, we also applied dipolar relaxation measurements to specially synthesized organic molecules that contained a nitroxide radical and a metal center. The transverse relaxation of Cu2+-OEP-TPA was compared to the relaxation of Ni2+-OEP-TPA at temperatures between 20 and 120 K. In this temperature range, the nitroxide relaxation was enhanced due to the presence of Cu2+, but not by Ni2+. Similarly, relaxation enhancement was found in the nitroxide-Mn2+ pair in Mn2+-terpyridine-TPA with respect to the terpyridine-TPA ligand. Due to the fast T2 relaxation of the nitroxide radical at high temperatures, the measurements were all performed in the low-temperature regime where the T1 relaxation rate of the metal ion was smaller than the dipolar coupling frequency. In this region, no structural information about the molecule can be deduced, since the dipolar relaxation enhancement is only determined by the T1 of the metal ion. The dipolar relaxation measurements we performed at high field indicated a difference in relaxation times between X-band and G-band frequencies. Extensive T1 - measurements of different paramagnetic centers (CuA, Cu2+) confirmed a strong dependence of T1 on magnetic field in the temperature range where the direct process is the dominating T1 relaxation process. This dependence is very strong (factor of 103 with respect to X-band), but does not follow the B04 dependence predicted in literature. The T1 relaxation of low-spin iron in cytochrome c at high magnetic field, estimated from dipolar relaxation data, is also in agreement with a larger contribution by the direct process (factor of 104). Dipolar relaxation enhancement was found to be a technique that is useful for measuring distances between paramagnetic centers, but only for systems where several important conditions are met, such as: the system exists in one certain static geometry, and the relaxation rate of the fast-relaxing spin is faster than the dipolar coupling frequency within the accessible temperature range. Additionally, it is a great advantage for the analysis of dipolar relaxation data if the procedure of dividing the relaxation trace of the dipolar-coupled slow-relaxing spin by the relaxation trace of the slow-relaxing spin in absence of dipolar coupling can be applied. Another useful application of dipolar relaxation enhancement measurements is the measurement of T1 relaxation of extremely fast-relaxing spins, or spins that are otherwise difficult to detect.
Die vorliegende Arbeit behandelt die Entwicklung und Überprüfung von Modellen zur Berechnung von Schwingungspektren von Peptiden und Proteinen. Solche Modelle verbinden die Konformationsstruktur eines Moleküls mit seinen Schwingungseigenschaften und sind demzufolge wichtig für die Interpretation der Schwingungspektren. Die im Rahmen dieser Arbeit durchgeführte theoretische Erforschung dieses Gebietes beschränkt sich auf die Betrachtung der Amide-I-Moden, welche aufgrund ihrer physikalischen Eigenschaften sich zur Untersuchung der Peptidkonformationen eignen. Die Arbeit kann prinzipiell in zwei Teile separiert werden. In dem ersten Teil werden Fragen betrachtet, die mit der Entwicklung des Schwingungshamiltonian verbunden sind. Im zweiten Teil wurden die erhaltenen Hamiltonian für die Berechnung der Schwingungspektren verwendet. Bei der Berechnung der Schwingungspektren wurden verschiedene spektroskopische Näherungen verwendet und erforscht. Die Entwicklung des Schwingungshamiltonian beinhaltet zwei Aufgaben. Die ab initio Parametrisierung des Schwingungshamiltonian von Dipeptiden, sowie die Analyse der Entwicklungsmethoden für Schwingungshamiltonian von Polypeptiden. Die Entwicklungsmethoden stützen sich auf ab initio berecheten Schwingungseigenschaften von Dipeptiden und/oder elektrostatische Modelle. Die ab initio Parametrisierung basiert auf einer Geometrieoptimierung und anschließender Berechnung von Normalmoden. Hierbei wurde die Abhängigkeit der Ergebnisse vom theoretischen Niveau und dem verwendeten Basissatz untersucht. Die Transformation der errechneten Normalmoden lieferte die Schwingungseigenschaften der lokale Amide-I-Mode. Die Lokalisierung der Normalmode folgt diversen Kriterien. Sie ist von der Wahl der Lokalmoden und somit implizit auch von der Art der Geometrieoptimierung abhängig. Mit dieser Arbeit konnte die Abhängigkeit der Ergebnisse von der Parameterwahl weitgehend aufgeklärt und eine für das Amide-I-System geeignet Parametrisierung gefunden werden. Im nächsten Arbeitsschritt wurde die Abhängigkeit der Amide-I-Schwingungseigenschaften von den Peptidseitenketten und terminalen Gruppen untersucht. Desweiteren wurden Methoden zur Formulierung der Hamiltonian für Polypeptide konzeptionell entwickelt. Diese Untersuchung ist außerordentlich wichtig, da direkte quantenmechanische Berechnungen von Polypeptiden zu zeitaufwendig sind. Solche Methoden beruhen auf dem sogenannten “Building-Block”-Ansatz und verschiedenen elektrostatischen Modellen. In dieser Arbeit wurden sowohl die einzelnen Methoden als auch ihre Kombination für die Entwicklung des Hamiltonians verwendet. Zur Abschätzung der Genauigkeit der verwendeten Methoden wurden Vergleichsrechnungen durchgeführt. Im zweiten Teil dieser Arbeit wurden die erhaltenen Schwingungshamiltonian zur Berechnung von Schwingungsspektren diverser gelöster Peptide angewandt. In diesem Zusammenhang konnte die Genauigkeit unterschiedlicher spektroskopischer Approximationen überprüft werden. Auf Grundlage der erhaltenen Ergebnisse können wir sagen, dass eine angemessene Beschreibung der konformationellen Verteilung und eine korrekte Berechnung des dynamischen Absorptionsspektrum gewährleistet ist. Was noch fehlt, ist ein hinreichend genaues quantenchemisches Modell für die Schwingungsfrequenzen eines gelösten Peptids. Diese Aufgabe stellt zur Zeit ein aktives Forschungsgebiet dar. Zuletzt wurde das Schwingungsspektrum eines sogenanten “Photoschaltbaren”-Peptids simuliert. Mit Hilfe des dafür aufgestellten Hamiltonians ist man in der Lage spektroskopische Beobachtungen auf Konformationsänderungen direkt zu übertragen.
The aim of the thesis was to identify structure activity relationships (SAR) in the primary screening data of high-throughput screening (HTS) assays. The strategy was to perform a hierarchical clustering of the molecules, assign the primary screening data to the created clusters and derive models from the clusters. The models should serve to identify singletons, clusters enriched with actives, not confirmed hits and false-negatives. Two hierarchical clustering algorithms, NIPALSTREE and hierarchical k-means have been developed and adapted for this purpose, respectively. A graphical user interface (GUI) has been implemented to extract SAR from the clustering results. Retrospective and prospective applications of the clustering approach were performed. SAR models were created by combining the clustering results with different chemoinformatic methods. NIPALSTREE projects a data set onto one dimension using principle component analysis. The data set is sorted according to the scoring vector and split at the median position into two subsets. The algorithm is applied recursively onto the subsets. The hierarchical k-means recursively separates a data set into two clusters using the k-means algorithm. Both algorithms are capable of clustering large data sets with more than a million data points. They were validated and compared to each other on the basis of different structural classes. NIPALSTREE provided with the loading vectors first insights into SAR whereas the hierarchical k-means yielded superior results. A GUI was developed allowing the display of and the navigation in the clustering results. Functionalities were integrated to analyse the clusters in the dendrogram, molecules in a cluster, and physicochemical properties of a molecule. Measures were developed to identify clusters enriched with actives, to characterize singletons and to analyse selectivity and specificity. Different protease inhibitors of the COBRA database were examined using the hierarchical k-means algorithm. Supported by similarity searches and nearest neighbour analyses thrombin inhibitor singletons were quickly isolated and displayed in the dendrogram. By scaling enrichment factors to the logarithm of the dendrogram level, clusters enriched with different structural classes of factor Xa inhibitors were simultaneously identified. The observed co-clustering of other protease inhibitors provided a deeper insight into selectivity and specificity and shows the utility of the approach for constructing focussed screening libraries. Specificity was analyzed by extracting and clustering relative frequencies of the protease inhibitors from the clusters of dendrogram level 7. A unique ligand based point of view on the pocketome of the protease enzymes was obtained. To identify not confirmed hits and false-negatives in the primary screening data of HTS assays, three assays were retrospectively analysed with the hierarchical k-means algorithm. A rule catalogue was developed judging hits in terminal clusters based on the cluster size, the percent control values of the entries in a cluster, the overall hit rate, the hit rate in the cluster and the environment of a cluster in the dendrogram. It resulted in the identification of a high proportion of not confirmed hits and provided for each hit a rating in context of related non-hits. This allows prioritizing compounds for follow-up studies. Non-hits and hits were retrieved from terminal clusters containing hits. Molecules bearing false-negative scaffolds were co-extracted and enriched. To minimize the number of false-positives in the extracted lists, Bayesian regularized artificial neutral network classification models were trained with the data. Applying the models marked improvement of enrichment factors for the false-negatives was obtained. It proofs the scaffold-hopping potential of the approach. NIPALSTREE, the hierarchical k-means algorithm and self-organising maps were prospectively applied to identify novel lead candidates for dopamine D3 receptors. Compounds with novel scaffolds and low nanomolar binding affinity (65 nM, compound 42) were identified. To provide a deeper insight into the SAR of these molecules, different alternative computational methods were employed. Support vector-based regression and partial least squares were examined. Predictive models for dopamine D2 and D3 receptor binding affinity values were obtained. Important features explaining SAR were extracted from the models. The prospective application of the models to the diverse and novel virtual screening data was of limited success only. Docking studies were performed using a homology model of the dopamine D3 receptor. The visual inspection of the binding modes resulted in the hypothesis of two alternative binding pockets for the aryl moiety of dopamine D3 receptor antagonists. A pharmacophore model was created simultaneously requiring both aryl moieties. Virtual screening with the model identified a nanomolar hit (65 nM, compound 59) corroborating the hypothesis of the two binding pockets and providing a new lead structure for dopamine D3 receptors. The presented data shows that the combined approach of hierarchically clustering a data set in combination with the subsequent usage of the clusters for model generation is suited to extract SAR from screening data. The models are successful in identifying singletons, clusters enriched with actives, not confirmed hits and false-negative scaffolds.