@phdthesis{Merget2015, author = {Merget, Benjamin}, title = {Computational methods for assessing drug-target residence times in bacterial enoyl-ACP reductases and predicting small-molecule permeability for the \(Mycobacterium\) \(tuberculosis\) cell wall}, url = {http://nbn-resolving.de/urn:nbn:de:bvb:20-opus-127386}, school = {Universit{\"a}t W{\"u}rzburg}, year = {2015}, abstract = {\textbf{Molecular Determinants of Drug-Target Residence Times of Bacterial Enoyl-ACP Reductases.} Whereas optimization processes of early drug discovery campaigns are often affinity-driven, the drug-target residence time \$t_R\$ should also be considered due to an often strong correlation with \textit{in vivo} efficacy of compounds. However, rational optimization of \$t_R\$ is not straightforward and generally hampered by the lack of structural information about the transition states of ligand association and dissociation. The enoyl-ACP reductase FabI of the fatty acid synthesis (FAS) type II is an important drug-target in antibiotic research. InhA is the FabI enzyme of \textit{Mycobacterium tuberculosis}, which is known to be inhibited by various compound classes. Slow-onset inhibition of InhA is assumed to be associated with the ordering of the most flexible protein region, the substrate binding loop (SBL). Diphenylethers are one class of InhA inhibitors that can promote such SBL ordering, resulting in long drug-target residence times. Although these inhibitors are energetically and kinetically well characterized, it is still unclear how the structural features of a ligand affect \$t_R\$. Using classical molecular dynamics (MD) simulations, recurring conformational families of InhA protein-ligand complexes were detected and structural determinants of drug-target residence time of diphenyl\-ethers with different kinetic profiles were described. This information was used to deduce guidelines for efficacy improvement of InhA inhibitors, including 5'-substitution on the diphenylether B-ring. The validity of this suggestion was then analyzed by means of MD simulations. Moreover, Steered MD (SMD) simulations were employed to analyze ligand dissociation of diphenylethers from the FabI enzyme of \textit{Staphylococcus aureus}. This approach resulted in a very accurate and quantitative linear regression model of the experimental \$ln(t_R)\$ of these inhibitors as a function of the calculated maximum free energy change of induced ligand extraction. This model can be used to predict the residence times of new potential inhibitors from crystal structures or valid docking poses. Since correct structural characterization of the intermediate enzyme-inhibitor state (EI) and the final state (EI*) of two-step slow-onset inhibition is crucial for rational residence time optimization, the current view of the EI and EI* states of InhA was revisited by means of crystal structure analysis, MD and SMD simulations. Overall, the analyses affirmed that the EI* state is a conformation resembling the 2X23 crystal structure (with slow-onset inhibitor \textbf{PT70}), whereas a twist of residues Ile202 and Val203 with a further opened helix \$\alpha 6\$ corresponds to the EI state. Furthermore, MD simulations emphasized the influence of close contacts to symmetry mates in the SBL region on SBL stability, underlined by the observation that an MD simulation of \textbf{PT155} chain A with chain B' of a symmetry mate in close proximity of the SBL region showed significantly more stable loops, than a simulation of the tetrameric assembly. Closing Part I, SMD simulations were employed which allow the delimitation of slow-onset InhA inhibitors from rapid reversible ligands. \textbf{Prediction of \textit{Mycobacterium tuberculosis} Cell Wall Permeability.} The cell wall of \textit{M. tuberculosis} hampers antimycobacterial drug design due to its unique composition, providing intrinsic antibiotic resistance against lipophilic and hydrophilic compounds. To assess the druggability space of this pathogen, a large-scale data mining endeavor was conducted, based on multivariate statistical analysis of differences in the physico-chemical composition of a normally distributed drug-like chemical space and a database of antimycobacterial--and thus very likely permeable--compounds. The approach resulted in the logistic regression model MycPermCheck, which is able to predict the permeability probability of small organic molecules based on their physico-chemical properties. Evaluation of MycPermCheck suggests a high predictive power. The model was implemented as a freely accessible online service and as a local stand-alone command-line version. Methodologies and findings from both parts of this thesis were combined to conduct a virtual screening for antimycobacterial substances. MycPermCheck was employed to screen the chemical permeability space of \textit{M. tuberculosis} from the entire ZINC12 drug-like database. After subsequent filtering steps regarding ADMET properties, InhA was chosen as an exemplary target. Docking to InhA led to a principal hit compound, which was further optimized. The quality of the interaction of selected derivatives with InhA was subsequently evaluated using MD and SMD simulations in terms of protein and ligand stability, as well as maximum free energy change of induced ligand egress. The results of the presented computational experiments suggest that compounds with an indole-3-acethydrazide scaffold might constitute a novel class of InhA inhibitors, worthwhile of further investigation.}, subject = {Computational chemistry}, language = {en} } @phdthesis{Becker2015, author = {Becker, Johannes}, title = {Development and implementation of new simulation possibilities in the CAST program package}, url = {http://nbn-resolving.de/urn:nbn:de:bvb:20-opus-132032}, school = {Universit{\"a}t W{\"u}rzburg}, year = {2015}, abstract = {The aim of the present work is the development and implementation of new simulation possibilities for the CAST program package. Development included, among other things, the partial parallelization of the already existing force fields, extension of the treatment of electrostatic interactions and implementation of molecular dynamics and free energy algorithms. The most time consuming part of force field calculations is the evaluation of the nonbonded interactions. The calculation of these interactions has been parallelized and it could be shown to yield a significant speed up for multi-core calculations compared to the serial execution on only one CPU. For both, simple energy/gradient as well as molecular dynamics simulations the computational time could be significantly reduced. To further increase the performance of calculations employing a cutoff radius, a linkedcell algorithm was implemented which is able to build up the non-bonded interaction list up to 7 times faster than the original algorithm. To provide access to dynamic properties based on the natural time evolution of a system, a molecular dynamics code has been implemented. The MD implementation features two integration schemes for the equations of motion which are able to generate stable trajectories. The basic MD algorithm as described in Section 1.2 leads to the sampling in the microcanonical (NVE) ensemble. The practical use of NVE simulations is limited though because it does not correspond to any experimentally realistic situation. More realistic simulation conditions are found in the isothermal (NVT) and isothermalisobaric (NPT) ensembles. To generate those ensembles, temperature and pressure control has been implemented. The temperature can be controlled in two ways: by direct velocity scaling and by a Nose-Hoover thermostat which produces a real canonical ensemble. The pressure coupling is realized by implementation of a Berendsen barostat. The pressure coupling can be used for isotropic or anisotropic box dimensions with the restriction that the angles of the box need to be 90� . A crucial simulation parameter in MD simulations is the length of the timestep. The timestep is usually in the rang of 1fs. Increasing the timestep beyond 1fs can lead to unstable trajectories since the fastest motion in the system, usually the H-X stretch vibration can not be sampled anymore. A way to allow for bigger timesteps is the use of a constraint algorithm which constrains the H-X bonds to the equilibrium distance. For this the RATTLE algorithm has been implemented in the CAST program. The velocity Verlet algorithm in combination with the RATTLE algorithm has been shown to yield stable trajectories for an arbitrary length of simulation time. In a first application the MD implementation is used in conjunction with the MOPAC interface for the investigation of PBI sidechains and their rigidity. The theoretical investigations show a nice agreement with experimentally obtained results. Based on the MD techniques two algorithms for the determination of free energy differences have been implemented. The umbrella sampling algorithm can be used to determine the free energy change along a reaction coordinate based on distances or dihedral angles. The implementation was tested on the stretching of a deca-L-alanine and the rotation barrier of butane in vacuum. The results are in nearly perfect agreement with literature values. For the FEP implementation calculations were performed for a zero-sum transformation of ethane in explicit solvent, the charging of a sodium ion in explicit solvent and the transformations of a tripeptide in explicit solvent. All results are in agreement with benchmark calculations of the NAMD program as well as literature values. The FEP formalism was then applied to determine the relative binding free energies between two inhibitors in an inhibitor-protein complex. Next to force fields, ab-initio methods can be used for simulations and global optimizations. Since the performance of such methods is usually significantly poorer than force field applications, the use for global optimizations is limited. Nevertheless significant progress has been made by porting these codes to GPUs. In order to make use of these developments a MPI interface has been implemented into CAST for communication with the DFT code TeraChem. The CAST/TeraChem combination has been tested on the \$H_2 O_{10}\$ cluster as well as the polypeptide met-Enkephalin. The pure ab-initio calculations showed a superior behavior compared to the standard procedure where the force field results are usually refined using quantum chemical methods.}, subject = {Molekulardynamik}, language = {en} } @phdthesis{Gerbich2015, author = {Gerbich, Thiemo M. P.}, title = {Pikosekunden-zeitaufgel{\"o}ste Deaktivierungsprozesse in isolierten Molek{\"u}len - Fluorenon, NDCA, Me-NI und NTCDA}, url = {http://nbn-resolving.de/urn:nbn:de:bvb:20-opus-118654}, school = {Universit{\"a}t W{\"u}rzburg}, year = {2015}, abstract = {Im Rahmen der vorliegenden Dissertation wurden die Dynamiken von strahlungslosen Deaktivierungsprozessen von vier verschiedenen Molek{\"u}len im elektronisch angeregten Zustand untersucht. Ein fundiertes Verst{\"a}ndnis der intramolekularen Energieumverteilung in isolierten pi-konjugierten Systemen ist neben dem Modellcharakter auch f{\"u}r Anwendungen in der organischen Elektronik von Interesse. Die Untersuchungen dienen zudem als optimaler Maßstab f{\"u}r theoretische Simulationen, die auf eine Nachbildung der molekularen Dynamik ausgerichtet sind. Die Inbetriebnahme des Pikosekunden-Lasersystems stellt in der Arbeitsgruppe ein großes Potential f{\"u}r die Untersuchung der Dynamik von isolierten pi-konjugierten Molek{\"u}len zur Verf{\"u}gung. Erste Experimente konnten an unterschiedlichen Heterocyclen mit interessantem zeitlichen Verhalten erfolgreich durchgef{\"u}hrt werden und lieferten bereits wichtige Erkenntnisse {\"u}ber die strahlungslose Deaktivierung auf der ps-Zeitskala. Selbst f{\"u}r große Molek{\"u}le mit geringem Dampfdruck, die nur mit hohem experimentellen Aufwand im isolierten Zustand charakterisierbar sind, konnten Relaxationszeiten der angeregten Zust{\"a}nde ermittelt werden. Der Fokus der einzelnen Studien lag in der Erforschung der isolierten Molek{\"u}le, welche durch Anwendung der Molekularstrahl-Technik mit zeitaufgel{\"o}ster REMPI-Spektroskopie anhand des ps-Systems untersucht werden sollten. Zur Kontrolle der experimentellen Ergebnisse wurden zudem Vergleichsmessungen der transienten Absorptionsspektroskopie (TA) in der Fl{\"u}ssigphase herangezogen, wodurch eine fundierte Interpretation der Dynamik m{\"o}glich wurde. Zu den wichtigen Zielen geh{\"o}rten jedoch die Vergleiche der experimentellen Ergebnisse von isolierten Molek{\"u}len mit Berechnungen der Zustandsenergien sowie Simulationen der Molek{\"u}ldynamik aus dem Theorie-Arbeitskreis von Prof. Mitric. Auf diese Weise konnten wichtige Erkenntnisse {\"u}ber die Dynamik der Deaktivierungsprozesse gewonnen werden. Die Kombination der Gasphasen-Experimente mit TA-Messungen in der Fl{\"u}ssigphase hat sich als besonders n{\"u}tzlich erwiesen, um bei mehrstufigen Deaktivierungsprozessen einen erweiterten Einblick in die Dynamik der Molek{\"u}le zu erhalten. - So konnte bei Fluorenon in Cyclohexan und Acetonitril durch Vergleich der Anregungen des S3- und S1-Zustands eine zus{\"a}tzliche Zeitkonstante von 8-16 ps beobachtet werden, welche die innere Umwandlung zum S1-Zustand dokumentiert und die Ergebnisse der Gasphasen-Messungen best{\"a}tigt. - Durch Verwendung von L{\"o}sungsmitteln unterschiedlicher Polarit{\"a}t und der damit verbundenen Verschiebung der elektronischen Zust{\"a}nde von Fluorenon konnte zudem der zweite Deaktivierungsprozess eindeutig einem ISC-Prozess mit Zeitkonstanten von 120-154 ps zugeordnet werden. In der Gasphase wurde dieser Prozess lediglich als langlebiger Offset wahrgenommen. - Unterschiedliche Anregungsenergien zeigten bei TA-Messungen von NDCA eine nahezu identische Molek{\"u}ldynamik mit ca. 200 ps, w{\"a}hrend f{\"u}r isoliertes NDCA ein starker Abfall der Lebensdauer mit zunehmender Schwingungsenergie beobachtet wurde. In der Gasphase wird somit von einer Deaktivierung {\"u}ber eine Energiebarriere ausgegangen, w{\"a}hrend in L{\"o}sung eine zu schnelle Abk{\"u}hlung durch Schwingungsrelaxation diesen Prozess verhindert. - Bei NTCDA konnten in den TA-Messungen nach Anregung des S1-Zustands eine Relaxation in die Triplett-Umgebung innerhalb von wenigen Pikosekunden beobachtet werden, was im Einklang mit der sehr schnellen Deaktivierung in der Gasphase betrachtet werden kann. Eine ausf{\"u}hrliche Vergleichsstudie von isolierten Molek{\"u}len mit computergest{\"u}tzten Rechnungen und Simulationen wurde f{\"u}r die Molek{\"u}le NDCA und Me-NI durchgef{\"u}hrt. Dabei wurde explizit auf den Einfluss von Spin-Bahn-Kopplungen und konischen Durchschneidungen eingegangen, welche zu konkurrierenden Deaktivierungsprozessen des S1-Zustands f{\"u}hren k{\"o}nnen. - Durch Simulationen der Surface-Hopping-Dynamik wurde deutlich, dass bei NDCA und Me-NI im ersten angeregten Zustand eine konische Durchschneidung (CI) zwischen dem S1- und S0-Zustand erreicht werden kann. - W{\"a}hrend die Dynamik von NDCA bei h{\"o}herer Schwingungsanregung stark durch die CI dominiert wird, spielt die direkte Relaxation in den elektronischen Grundzustand bei Me-NI offenbar keine Rolle. - In Abwesenheit der CI zeigen NDCA und Me-NI in einer mit Spin-Bahn-Kopplung erweiterten Simulation der Populationsdynamik einen signifikanten Populationstransfer in die Triplett-Umgebung (T1-T4). Eine innere Umwandlung in den Grundzustand konnte jedoch nur bei Erreichen der CI beobachtet werden. Eine weitere Verbesserung der ps-Experimente kann durch Aufbau eines Photoelektronen-Spektrometers erreicht werden, da durch diese Technik eine pr{\"a}zisere Aussage dar{\"u}ber getroffen werden kann, aus welchem elektronischen Zustand die Molek{\"u}le ionisiert wurden. Eine Unterscheidung von ISC- und IC-Prozessen k{\"o}nnte somit gew{\"a}hrleistet werden.}, subject = {REMPI}, language = {de} }