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Identifizierung und Charakterisierung neuartiger 5-Lipoxygenase-Inhibitoren – in silico und in vitro
(2009)
Ziel dieser Arbeit war die Identifizierung und Charakterisierung neuer potenter 5-LO-Inhibitoren unter Verwendung sowohl computergestützter als auch experimenteller Methoden. Ausgangspunkt war ein ligandenbasiertes virtuelles Screening unter Verwendung der ladungsbasierten Deskriptoren Charge3D und TripleCharge3D. Hierbei konnten zwei neue direkte 5-LO-Inhibitoren identifiziert werden. Jede dieser beiden Substanzen diente als Startpunkt weiterer virtueller Screenings mit dem Ziel, die Potenz der Substanzen zu verbessern bzw. eine SAR der Substanzklasse zu erhalten. Dabei zeigte sich für die Klasse der Thiazolinone, dass eine hohe Toleranz gegenüber unterschiedlichen Substituenten am Grundgerüst bezüglich der Auswirkung auf die Aktivität vorliegt: insbesondere werden relativ große Substituenten toleriert. Des Weiteren scheint der 2-Phenylsubstituent für die 5-LO-inhibitorische Aktivität essentiell zu sein, da Derivate, die einen Heterozyklus an dieser Position aufweisen, inaktiv sind. Eines der aktivsten Derivate dieser Klasse, C06 (Substanz 12), konnte weiter molekular-pharmakologisch charakterisiert werden. Die Substanz zeigt keine offensichtlichen zytotoxischen Effekte, ist unabhängig vom Stimulus der 5-LO-Aktivierung und zeigt nanomolare inhibitorische Aktivität sowohl in intakten PMNL (IC50-Wert 0,65 ;M) als auch in PMNL-Homogenaten (IC50-Wert 0,66 ;M) sowie in zellfreiem PMNL-S100 (IC50-Wert 0,26 ;M) und am gereinigten Enzym (IC50-Wert 0,3 ;M). C06 ist selektiv für die 5-LO, da andere arachidonsäurebindende Proteine (PPARs, cPLA2 und 12- und 15-LO) nicht beeinflusst werden. Auch Nager-5-LO (aus der Ratte und der Maus) wird inhibiert mit IC50-Werten im nanomolaren Bereich. Allerdings zeigte sich die Substanz inaktiv in einem menschlichen Vollblutassay in Gegenwart von Serum. C06 scheint nicht an die für die Interaktion der 5-LO mit der Membran verantwortliche C2-ähnliche Domäne der 5-LO zu binden. Ebenso hat der Membranbestandteil Phosphatidylcholin keinen bzw. nur geringen Einfluss auf das inhibitorische Potential von C06. Aktivitätstests mit steigender Substratkonzentration deuten auf einen allosterischen Bindemodus von C06 hin. Diese experimentellen Daten flossen in die Identifizierung des putativen Bindemodus an der 5-LO ein. Hierzu wurde zunächst ein Homologie-Modell der 5-LO unter Verwendung der kürzlich neu veröffentlichten Daten der Röntgenkristallstruktur der Kaninchen-15-LO (PDB-Code: 2p0m [Choi et al., 2008]) erstellt. Durch eine Bindetaschenvorhersage mit dem Programm PocketPicker und einer pseudorezptorbasierten Auswahl der potentiellen Bindetasche mit anschliessendem Liganden-Docking konnten zwei Bindebereiche postuliert werden, beide an einer Oberflächenbindetasche der 5-LO ausserhalb des aktiven Zentrums. Dies ist im Einklang mit der SAR der Substanzklasse, die zeigt, dass relativ große Substituenten toleriert werden. Erste Mutationsstudien deuten darauf hin, dass die Bindung von C06 in einer Bindetasche um die Aminosäure Y558 erfolgt. In der zweiten postulierten Bindetasche konnten zwei Aminosäuren identifiziert werden, die für die Aktivität der 5-LO essentiell sind: Mutationen von F169 und F177 zu Alanin führten zu einer abgeschwächten Produktivität der 5-LO (12% bzw. 32% der Aktivität der wt-5-LO) sowie zu einem veränderten Produktspektrum. Bei der zweiten Klasse der 5-LO-Inhibitoren, die in der ersten virtuellen Screeningrunde mit den Deskriptoren Charge3D und TripleCharge3D identifiziert werden konnten, handelt es sich um Pyridin-Imidazole. In einem dreistufigen virtuellen Screening konnte die Potenz dieser Substanzklasse von 10 ;M (Substanz 10) in PMNL-S100 auf 0,3 ;M (Substanz 80) verbessert werden. Bei einer der aktivsten Substanzen aus der zweiten Screeningrunde, B02 (Substanz 68), die weiter charakterisiert wurde, handelt es sich um einen direkten 5-LO-Inhibitor mit nanomolarer inhibitorischer Aktivität, der an die C2-ähnliche Domäne bindet. Es wurde ein Bindemodus durch Bindetaschenvorhersage, pseudorezeptorbasierte Bindetaschenlokalisierung und Liganden-Docking postuliert. Ein Problem dieser Substanzklasse ist jedoch ihre Zytotoxizität. Im letzten Teil dieser Arbeit wurde durch ein Protein-Protein-Docking eine mögliche Konformation eines Dimers der 5-LO modelliert. Die postulierten Modelle zeigen bevorzugt eine Konformation, bei der beide Untereinheiten des Dimers eine „head-to-tail“-Orientierung einnehmen. Diese Dimer-Modelle können als Startpunkt genutzt werden, um Modulatoren der Protein-Protein-Interaktion als neuartige Inhibitoren der 5-LO zu entwerfen.
Identifizierung und Charakterisierung neuartiger 5-Lipoxygenase-Inhibitoren – in silico und in vitro
(2009)
Ziel dieser Arbeit war die Identifizierung und Charakterisierung neuer potenter 5-LO-Inhibitoren unter Verwendung sowohl computergestützter als auch experimenteller Methoden. Ausgangspunkt war ein ligandenbasiertes virtuelles Screening unter Verwendung der ladungsbasierten Deskriptoren Charge 3D und TripleCharge3D. Hierbei konnten zwei neue direkte 5-LO-Inhibitoren identifiziert werden. Jede dieser beiden Substanzen diente als Startpunkt weiterer virtueller Screenings mit dem Ziel, die Potenz der Substanzen zu verbessern bzw. eine SAR der Substanzklasse zu erhalten. Dabei zeigte sich für die Klasse der Thiazolinone, dass eine hohe Toleranz gegenüber unterschiedlichen Substituenten am Grundgerüst bezüglich der Auswirkung auf die Aktivität vorliegt: insbesondere werden relativ große Substituenten toleriert. Des Weiteren scheint der 2-Phenylsubstituent für die 5-LO-inhibitorische Aktivität essentiell zu sein, da Derivate, die einen Heterozyklus an dieser Position aufweisen, inaktiv sind. Eines der aktivsten Derivate dieser Klasse, C06 (Substanz 12), konnte weiter molekular-pharmakologisch charakterisiert werden. Die Substanz zeigt keine offensichtlichen zytotoxischen Effekte, ist unabhängig vom Stimulus der 5-LO-Aktivierung und zeigt nanomolare inhibitorische Aktivität sowohl in intakten PMNL (IC50-Wert 0,65 =M) als auch in PMNL-Homogenaten (IC50-Wert 0,66 =M) sowie in zellfreiem PMNL-S100 (IC50-Wert 0,26 =M) und am gereinigten Enzym (IC50-Wert 0,3 =M). C06 ist selektiv für die 5-LO, da andere arachidonsäurebindende Proteine (PPARs, cPLA2 und 12- und 15-LO) nicht beeinflusst werden. Auch Nager-5-LO (aus der Ratte und der Maus) wird inhibiert mit IC50-Werten im nanomolaren Bereich. Allerdings zeigte sich die Substanz inaktiv in einem menschlichen Vollblutassay in Gegenwart von Serum. C06 scheint nicht an die für die Interaktion der 5-LO mit der Membran verantwortliche C2-ähnliche Domäne der 5-LO zu binden. Ebenso hat der Membranbestandteil Phosphatidylcholin keinen bzw. nur geringen Einfluss auf das inhibitorische Potential von C06. Aktivitätstests mit steigender Substratkonzentration deuten auf einen allosterischen Bindemodus von C06 hin. Diese experimentellen Daten flossen in die Identifizierung des putativen putativen Bindemodus an der 5-LO ein. Hierzu wurde zunächst ein Homologie- Modell der 5-LO unter Verwendung der kürzlich neu veröffentlichten Daten der Röntgenkristallstruktur der Kaninchen-15-LO (PDB-Code: 2p0m [Choi et al., 2008]) erstellt. Durch eine Bindetaschenvorhersage mit dem Programm PocketPicker und einer pseudorezptorbasierten Auswahl der potentiellen Bindetasche mit anschliessendem Liganden-Docking konnten zwei Bindebereiche postuliert werden, beide an einer Oberflächenbindetasche der 5-LO ausserhalb des aktiven Zentrums. .....
We developed the Pharmacophore Alignment Search Tool (PhAST), a text-based technique for rapid hit and lead structure searching in large compound databases. For each molecule, a two-dimensional graph of potential pharmacophoric points (PPPs) is created, which has an identical topology as the original molecule with implicit hydrogen atoms. Each vertex is coloured by a symbol representing the corresponding PPP. The vertices of the graph are canonically labelled. The symbols associated with the vertices are combined to a so-called PhAST-Sequence beginning with the vertex with the lowest canonical label. Due to the canonical labelling the created PhAST-Sequence is characteristic for each molecule. For similarity assessment, PhAST-Sequences are compared using the sequence identity in their global pairwise alignment. The alignment score lies between 0 (no similarity) and 1 (identical PhAST-Sequences). In order to use global pairwise sequence alignment, a score matrix for pharmacophoric symbols was developed and gap penalties were optimized. PhAST performed comparably and sometimes superior to other similarity search tools (CATS2D, MOE pharmacophore quadruples) in retrospective virtual screenings using the COBRA collection of drugs and lead structures. Most importantly, the PhAST alignment technique allows for the computation of significance estimates that help prioritize a virtual hit list.
Dual- or multi-target ligands have gained increased attention in the past years due to several advantages, including more simple pharmacokinetic and phamarcodynamic properties compared to a combined application of several drugs. Furthermore multi-target ligands often possess improved efficacy. We present a new approach for the discovery of dual-target ligands using aligned pharmacophore models combined with a shape-based scoring. Starting with two sets of known active compounds for each target, a number of different pharmacophore models is generated and subjected to pairwise graph-based alignment using the Kabsch-Algorithm. Since a compound may be able to bind to different targets in different conformations, the algorithm aligns pairs of pharmacophore models sharing the same features which are not necessarily at the exactly same spatial distance. Using the aligned models, a pharmacophore search on a multi-conformation-database is performed to find compounds matching both models. The potentially “dual” ligands are scored by a shape-based comparison with the known active molecules using ShaEP.
Using this approach, we performed a prospective fragment-based virtual screening for dual 5-LO/sEH inhibitors. Both enzymes play an important role in the arachidonic acid cascade and are involved in inflammatory processes, pain, cardiovascular diseases and allergic reactions. Beside several new selective inhibitors we were able to find a compound inhibiting both enzymes in low micromolar concentrations. The results indicate that the idea of aligned pharmacophore models can be successfully employed for the discovery of dual-target ligands.
Purpose: Amblyopia with eccentric fixation, especially when not diagnosed early, is a therapeutic challenge, as visual outcome is known to be poorer than in amblyopia with central fixation. Consequently, treatment after late diagnosis is often denied. Electronic monitoring of occlusion provides us the chance to gain first focussed insight into age-dependent dose response and treatment efficiency, as well as the shift of fixation in this rare group of paediatric patients. Methods: In our prospective pilot study, we examined amblyopes with eccentric fixation during 12 months of occlusion treatment. We evaluated their visual acuity, recorded patching duration using a TheraMon®-microsensor, and determined their fixation with a direct ophthalmoscope. Dose-response relationship and treatment efficiency were calculated. Results: The study included 12 participants with strabismic and combined amblyopia aged 2.9–12.4 years (mean 6.5). Median prescription of occlusion was 7.7 h/day (range 6.6–9.9) and median daily received occlusion was 5.2 h/day (range 0.7–9.7). At study end, median acuity gain was 0.6 log units (range 0–1.6) and residual interocular visual acuity difference (IOVAD) 0.3 log units (range 0–1.8). There was neither significant acuity gain nor reduction in IOVAD after the 6th month of treatment. Children younger than 4 years showed best response with lowest residual IOVAD at study end. Efficiency calculation showed an acuity gain of approximately one line from 100 h of patching in the first 2 months and half a line after 6 months. There was a significant decline of treatment efficiency with age (p = 0.01). Foveolar fixation was achieved after median 3 months (range 1–6). Three patients (> 6 years) did not gain central fixation. Conclusion: Eccentric fixation is a challenge to therapy success. Based on electronic monitoring, our study quantified for the first time the reduction of treatment efficiency with increasing age in amblyopes with eccentric fixation. Despite some improvement in patients up to 8 years, older patients showed significantly lower treatment efficiency. In younger patients with good adherence, despite poor initial acuity, central fixation and low residual IOVAD could be attained after median 3 months. Hence, the necessity of early diagnosis and intensive occlusion should be emphasized.
Purpose: Amblyopia with eccentric fixation, especially when not diagnosed early, is a therapeutic challenge, as visual outcome is known to be poorer than in amblyopia with central fixation. Consequently, treatment after late diagnosis is often denied. Electronic monitoring of occlusion provides us the chance to gain first focussed insight into age-dependent dose response and treatment efficiency, as well as the shift of fixation in this rare group of paediatric patients. Methods: In our prospective pilot study, we examined amblyopes with eccentric fixation during 12 months of occlusion treatment. We evaluated their visual acuity, recorded patching duration using a TheraMon®-microsensor, and determined their fixation with a direct ophthalmoscope. Dose-response relationship and treatment efficiency were calculated. Results: The study included 12 participants with strabismic and combined amblyopia aged 2.9–12.4 years (mean 6.5). Median prescription of occlusion was 7.7 h/day (range 6.6–9.9) and median daily received occlusion was 5.2 h/day (range 0.7–9.7). At study end, median acuity gain was 0.6 log units (range 0–1.6) and residual interocular visual acuity difference (IOVAD) 0.3 log units (range 0–1.8). There was neither significant acuity gain nor reduction in IOVAD after the 6th month of treatment. Children younger than 4 years showed best response with lowest residual IOVAD at study end. Efficiency calculation showed an acuity gain of approximately one line from 100 h of patching in the first 2 months and half a line after 6 months. There was a significant decline of treatment efficiency with age (p = 0.01). Foveolar fixation was achieved after median 3 months (range 1–6). Three patients (> 6 years) did not gain central fixation. Conclusion: Eccentric fixation is a challenge to therapy success. Based on electronic monitoring, our study quantified for the first time the reduction of treatment efficiency with increasing age in amblyopes with eccentric fixation. Despite some improvement in patients up to 8 years, older patients showed significantly lower treatment efficiency. In younger patients with good adherence, despite poor initial acuity, central fixation and low residual IOVAD could be attained after median 3 months. Hence, the necessity of early diagnosis and intensive occlusion should be emphasized.
Purpose: Amblyopia with eccentric fixation, especially when not diagnosed early, is a therapeutic challenge, as visual outcome is known to be poorer than in amblyopia with central fixation. Consequently, treatment after late diagnosis is often denied. Electronic monitoring of occlusion provides us the chance to gain first focussed insight into age-dependent dose response and treatment efficiency, as well as the shift of fixation in this rare group of paediatric patients. Methods: In our prospective pilot study, we examined amblyopes with eccentric fixation during 12 months of occlusion treatment. We evaluated their visual acuity, recorded patching duration using a TheraMon®-microsensor, and determined their fixation with a direct ophthalmoscope. Dose-response relationship and treatment efficiency were calculated. Results: The study included 12 participants with strabismic and combined amblyopia aged 2.9–12.4 years (mean 6.5). Median prescription of occlusion was 7.7 h/day (range 6.6–9.9) and median daily received occlusion was 5.2 h/day (range 0.7–9.7). At study end, median acuity gain was 0.6 log units (range 0–1.6) and residual interocular visual acuity difference (IOVAD) 0.3 log units (range 0–1.8). There was neither significant acuity gain nor reduction in IOVAD after the 6th month of treatment. Children younger than 4 years showed best response with lowest residual IOVAD at study end. Efficiency calculation showed an acuity gain of approximately one line from 100 h of patching in the first 2 months and half a line after 6 months. There was a significant decline of treatment efficiency with age (p = 0.01). Foveolar fixation was achieved after median 3 months (range 1–6). Three patients (> 6 years) did not gain central fixation. Conclusion: Eccentric fixation is a challenge to therapy success. Based on electronic monitoring, our study quantified for the first time the reduction of treatment efficiency with increasing age in amblyopes with eccentric fixation. Despite some improvement in patients up to 8 years, older patients showed significantly lower treatment efficiency. In younger patients with good adherence, despite poor initial acuity, central fixation and low residual IOVAD could be attained after median 3 months. Hence, the necessity of early diagnosis and intensive occlusion should be emphasized.
The arachidonic acid cascade is a key player in inflammation, and numerous well-established drugs interfere with this pathway. Previous studies have suggested that simultaneous inhibition of 5-lipoxygenase (5-LO) and soluble epoxide hydrolase (sEH) results in synergistic anti-inflammatory effects. In this study, a novel prototype of a dual 5-LO/sEH inhibitor KM55 was rationally designed and synthesized. KM55 was evaluated in enzyme activity assays with recombinant enzymes. Furthermore, activity of KM55 in human whole blood and endothelial cells was investigated. KM55 potently inhibited both enzymes in vitro and attenuated the formation of leukotrienes in human whole blood. KM55 was also tested in a cell function-based assay. The compound significantly inhibited the LPS-induced adhesion of leukocytes to endothelial cells by blocking leukocyte activation.
Background: Threonine Aspartase 1 (Taspase1) mediates cleavage of the mixed lineage leukemia (MLL) protein and leukemia provoking MLL-fusions. In contrast to other proteases, the understanding of Taspase1's (patho)biological relevance and function is limited, since neither small molecule inhibitors nor cell based functional assays for Taspase1 are currently available. Methodology/Findings: Efficient cell-based assays to probe Taspase1 function in vivo are presented here. These are composed of glutathione S-transferase, autofluorescent protein variants, Taspase1 cleavage sites and rational combinations of nuclear import and export signals. The biosensors localize predominantly to the cytoplasm, whereas expression of biologically active Taspase1 but not of inactive Taspase1 mutants or of the protease Caspase3 triggers their proteolytic cleavage and nuclear accumulation. Compared to in vitro assays using recombinant components the in vivo assay was highly efficient. Employing an optimized nuclear translocation algorithm, the triple-color assay could be adapted to a high-throughput microscopy platform (Z'factor = 0.63). Automated high-content data analysis was used to screen a focused compound library, selected by an in silico pharmacophor screening approach, as well as a collection of fungal extracts. Screening identified two compounds, N-[2-[(4-amino-6-oxo-3H-pyrimidin-2-yl)sulfanyl]ethyl]benzenesulfonamideand 2-benzyltriazole-4,5-dicarboxylic acid, which partially inhibited Taspase1 cleavage in living cells. Additionally, the assay was exploited to probe endogenous Taspase1 in solid tumor cell models and to identify an improved consensus sequence for efficient Taspase1 cleavage. This allowed the in silico identification of novel putative Taspase1 targets. Those include the FERM Domain-Containing Protein 4B, the Tyrosine-Protein Phosphatase Zeta, and DNA Polymerase Zeta. Cleavage site recognition and proteolytic processing of these substrates were verified in the context of the biosensor. Conclusions: The assay not only allows to genetically probe Taspase1 structure function in vivo, but is also applicable for high-content screening to identify Taspase1 inhibitors. Such tools will provide novel insights into Taspase1's function and its potential therapeutic relevance.
Background: Intensive Care Resources are heavily utilized during the COVID-19 pandemic. However, risk stratification and prediction of SARS-CoV-2 patient clinical outcomes upon ICU admission remain inadequate. This study aimed to develop a machine learning model, based on retrospective & prospective clinical data, to stratify patient risk and predict ICU survival and outcomes. Methods: A Germany-wide electronic registry was established to pseudonymously collect admission, therapeutic and discharge information of SARS-CoV-2 ICU patients retrospectively and prospectively. Machine learning approaches were evaluated for the accuracy and interpretability of predictions. The Explainable Boosting Machine approach was selected as the most suitable method. Individual, non-linear shape functions for predictive parameters and parameter interactions are reported. Results: 1039 patients were included in the Explainable Boosting Machine model, 596 patients retrospectively collected, and 443 patients prospectively collected. The model for prediction of general ICU outcome was shown to be more reliable to predict “survival”. Age, inflammatory and thrombotic activity, and severity of ARDS at ICU admission were shown to be predictive of ICU survival. Patients’ age, pulmonary dysfunction and transfer from an external institution were predictors for ECMO therapy. The interaction of patient age with D-dimer levels on admission and creatinine levels with SOFA score without GCS were predictors for renal replacement therapy. Conclusions: Using Explainable Boosting Machine analysis, we confirmed and weighed previously reported and identified novel predictors for outcome in critically ill COVID-19 patients. Using this strategy, predictive modeling of COVID-19 ICU patient outcomes can be performed overcoming the limitations of linear regression models. Trial registration “ClinicalTrials” (clinicaltrials.gov) under NCT04455451.