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Across the entire animal kingdom, sociality, i.e. the tendency of individual animals to form a group with conspecifics, is a common trait. Environmental changes have to be met with corresponding, quick adaptations. For social species, the presence of conspecifics is important for survival and if social animals are deprived of access to conspecifics, this can lead to strong and lasting changes on a physiological level as well as behaviour. Gene expression changes responsible for these adaptations have so far not been understood in detail. As social isolation leads to changes on a neuronal level, it is important to investigate the gene expression changes that are induced in the brain. In this thesis, next-generation RNA-sequencing was applied to zebrafish, a well-established model organism characterized by its high degree of companionship. Within the entire brain, gene expression was analysed in zebrafish that were raised either with conspecifis or in isolation, ranging from 5 to 21 days post fertilization. Using this approach, several genes were identified that were downregulated by social isolation. In this thesis, I focused on one of these consistently downregulated genes, parathyroid hormone 2 (pth2). The expression of pth2 was demonstrated to be bidirectionally regulated by the number of conspecifics present and to be responsive to changes in the social environment within 30 minutes. Regulation of pth2 does not occur by visual or chemosensory access to conspecifcs, but is mediated by mechanosensory perception of other fish via the lateral line. In an experiment using an artificial mechanical stimulation paradigm, it was shown that the features necessary to elicit pth2 transcription closely mimick the locomotion of actual zebrafish. Other, similar stimulation paradigms are not capable to induce this transcriptional response.
Nematophilic bacteria as a source of novel macrocyclised antimicrobial non-ribosomal peptides
(2020)
A solution to ineffective clinical antimicrobials is the discovery of new ones from under-explored sources such as macrocyclic non-ribosomal peptides (NRP) from nematophilic bacteria. In this dissertation an antimicrobial discovery process –from soil sample to inhibitory peptide– is demonstrated through investigations on six nematophilic bacteria: Xenorhabdus griffiniae XN45, X. griffiniae VH1, Xenorhabdus sp. nov. BG5, Xenorhabdus sp. nov. BMMCB, X. ishibashii and Photorhabdus temperata. To demonstrate the first step of bacterium isolation and species delineation, endosymbionts were isolated from Steinernema sp. strains BG5 and VH1 that were isolated directly from soil samples in Western Kenya. After genome sequencing and assembly of novel Xenorhabdus isolates VH1 and BG5, species delineation was done via three overall genome relatedness indices. VH1 was identified as X. griffiniae VH1, BG5 as Xenorhabdus sp. nov. BG5 and X. griffiniae BMMCB was emended to Xenorhabdus sp. nov. BMMCB. The nematode host of X. griffiniae XN45, Steinernema sp. scarpo was highlighted as a putative novel species. To demonstrate the second step of genome mining and macrocyclic non-ribosomal peptide structure elucidation, chemosynthesis and biosynthesis, the non-ribosomal peptide whose production is encoded by the ishA-B genes in X. ishibashii was investigated. Through a combination of refactoring the ishA-B operon by a promoter exchange mechanism, isotope labelling experiments, high resolution tandem mass spectrometry analysis, bioinformatic protein domain analysis and chemoinformatic comparisons of actual to hypothetical mass spectrometry spectra, the structures of Ishipeptides were elucidated and confirmed by chemical synthesis. Ishipeptide A was a branch cyclic depsidodecapeptide macrocyclised via an ester bond between serine and the terminal glutamate. It chemosynthesis route was via a late stage macrolactamation and linearised Ishipeptide B was synthesised via solid phase iterative synthesis. Ishipeptides were not N-terminally acylated despite being biosynthesised from the IshA protein that had a C-starter domain. It was highlighted that more than restoration of the histidine active site of this domain is required to restore N-terminal acylation activity.
To demonstrate the final step of determination of antimicrobial activity, minimum inhibitory concentrations of Ishipeptides and Photoditritide from Photorhabdus temperata against fungi and bacteria were determined. None were antifungal while only the macrocyclic compounds were inhibitory, with Ishipeptide A inhibitory to Gram-positive bacteria at 37 µM. The cationic Photoditritide, a cyclic hexapeptide macrocyclised via a lactam bond between homoarginine and tryptophan, was 12 times more inhibitory (3.0 µM), even more effective than a current clinical compound, Ampicillin (4.2 µM). For both, macrocyclisation was hypothesised to contribute to antimicrobial activity. Ultimately, this dissertation demonstrated not only nematophilic bacteria as a source of novel macrocyclic antimicrobial non-ribosomal peptides but also a process of antimicrobial discovery–from soil sample to inhibitory peptide– from these useful bacteria genera. This is significant for the fight against antimicrobial resistance.
Nematophilic bacteria as a source of novel macrocyclised antimicrobial non-ribosomal peptides
(2020)
A solution to ineffective clinical antimicrobials is the discovery of new ones from under-explored sources such as macrocyclic non-ribosomal peptides (NRP) from nematophilic bacteria. In this dissertation an antimicrobial discovery process –from soil sample to inhibitory peptide– is demonstrated through investigations on six nematophilic bacteria: Xenorhabdus griffiniae XN45, X. griffiniae VH1, Xenorhabdus sp. nov. BG5, Xenorhabdus sp. nov. BMMCB, X. ishibashii and Photorhabdus temperata. To demonstrate the first step of bacterium isolation and species delineation, endosymbionts were isolated from Steinernema sp. strains BG5 and VH1 that were isolated directly from soil samples in Western Kenya. After genome sequencing and assembly of novel Xenorhabdus isolates VH1 and BG5, species delineation was done via three overall genome relatedness indices. VH1 was identified as X. griffiniae VH1, BG5 as Xenorhabdus sp. nov. BG5 and X. griffiniae BMMCB was emended to Xenorhabdus sp. nov. BMMCB. The nematode host of X. griffiniae XN45, Steinernema sp. scarpo was highlighted as a putative novel species. To demonstrate the second step of genome mining and macrocyclic non-ribosomal peptide structure elucidation, chemosynthesis and biosynthesis, the non-ribosomal peptide whose production is encoded by the ishA-B genes in X. ishibashii was investigated. Through a combination of refactoring the ishA-B operon by a promoter exchange mechanism, isotope labelling experiments, high resolution tandem mass spectrometry analysis, bioinformatic protein domain analysis and chemoinformatic comparisons of actual to hypothetical mass spectrometry spectra, the structures of Ishipeptides were elucidated and confirmed by chemical synthesis. Ishipeptide A was a branch cyclic depsidodecapeptide macrocyclised via an ester bond between serine and the terminal glutamate. It chemosynthesis route was via a late stage macrolactamation and linearised Ishipeptide B was synthesised via solid phase iterative synthesis. Ishipeptides were not N-terminally acylated despite being biosynthesised from the IshA protein that had a C-starter domain. It was highlighted that more than restoration of the histidine active site of this domain is required to restore N-terminal acylation activity.
To demonstrate the final step of determination of antimicrobial activity, minimum inhibitory concentrations of Ishipeptides and Photoditritide from Photorhabdus temperata against fungi and bacteria were determined. None were antifungal while only the macrocyclic compounds were inhibitory, with Ishipeptide A inhibitory to Gram-positive bacteria at 37 µM. The cationic Photoditritide, a cyclic hexapeptide macrocyclised via a lactam bond between homoarginine and tryptophan, was 12 times more inhibitory (3.0 µM), even more effective than a current clinical compound, Ampicillin (4.2 µM). For both, macrocyclisation was hypothesised to contribute to antimicrobial activity. Ultimately, this dissertation demonstrated not only nematophilic bacteria as a source of novel macrocyclic antimicrobial non-ribosomal peptides but also a process of antimicrobial discovery–from soil sample to inhibitory peptide– from these useful bacteria genera. This is significant for the fight against antimicrobial resistance.
Diese Arbeit etabliert eine nicht-invasive, volloptische Methode zur in-vivo Beobachtung des Membranpotentials in erregbaren Zellen des Fadenwurms C. elegans, die als Ersatz oder komplementär zu invasiven, elektrophysiologischen Methoden verwendet werden kann.
Die Kommunikation von Zellen mit ihrer Umgebung wird durch Rezeptorproteine arrangiert, die sich in der Plasmamembran befinden. Membranrezeptoren werden durch die Bindung von extrazellulären Liganden, Pathogenen oder Zell-Zell-Interaktionen aktiviert, wodurch die Bildung eines aktiven Zustands gefördert wird, der eine intrazelluläre Reaktion einleitet. Eine Beschreibung auf molekularer Ebene, wie sich Membranrezeptoren in Proteinanordnungen organisieren und wie diese Proteinanordnungen eine spezifische funktionelle Aufgabe ausführen, ist der Ausgangspunkt für das Verständnis der molekularen Mechanismen, die Gesundheit und Krankheit zugrunde liegen.
Die Fluoreszenzmikroskopie gibt Aufschluss über die Lage von Proteinen in Zellen, und mit der Einführung der höchstauflösenden Mikroskopie wurde der Nachweis einzelner Proteingruppierungen möglich. Eine Einschränkung der meisten Methoden der höchstauflösenden Mikroskopie ist, dass einzelne Komponenten einer Proteingruppierung optisch nicht aufgelöst werden können, was an der geringen Größe und dichten Packung der Bestandteile im Vergleich zur erreichbaren räumlichen Auflösung liegt. Eine Lösung, die für Einzelmolekül-Lokalisierungsmethoden gezeigt wurde, besteht darin, zusätzliche experimentelle Informationen in die Analyse zu implementieren, also „die Aufl sungsgrenze der höchstauflösenden Mikroskopie zu umgehen". Bei der Einzelmolekül-Bildgebung kann diese zusätzliche Information zum Beispiel die Kinetik von mehrfachen und wiederkehrenden
Emissionsereignissen sein, die bei einzelnen Fluorophoren beobachtet werden, was als "Blinken" bezeichnet wird. Das Ziel dieser Arbeit war die Entwicklung einer höchstauflösenden Fluoreszenzmikroskopiemethode zur Detektion von Proteinmonomeren und -dimeren in der Plasmamembran von Zellen durch die Verwendung der kinetischen Information.
Im ersten Teil dieser Arbeit wurden photoschaltbare fluoreszierende Proteine als Reporter verwendet, deren photoschaltbare Kinetik mit kinetischen Gleichungen analysiert wurden.
Synthetische, genetische und zelluläre Referenzproteine wurden konstruiert und dienten als Kalibrierungsreferenzen für monomere und dimere Proteine.
Im zweiten Teil dieser Arbeit wurde das kinetische Modell, das zur Annäherung des Häufigkeitshistogramms von Blinkereignissen einzelner Fluorophore verwendet wird, auf Oligomere höherer Ordnung erweitert. Ein Vergleich mit einem zuvor entwickelten Modell zeigte, dass das erweiterte Modell genauere Ergebnisse für Oligomere höherer Ordnung und Mischungen verschiedener Oligomere liefert. Zusätzlich wird die Anwesenheit von unerkannten Oligomeren berücksichtigt. Die erweiterte Theorie bietet somit die Grundlage, um größere Oligomere und Mischungen unterschiedlicher Stöchiometrie mit besserer Genauigkeit zu untersuchen.
Im dritten Teil dieser Arbeit wurde eine Methode zur stöchiometrischen endogenen Markierung von Proteinen verwendet, um zwei Rezeptortyrosinkinasen, MET und EGFR, mit einem photoschaltbaren fluoreszierenden Protein zu markieren. Das Vorkommen von monomerem und dimerem MET-Rezeptor wurde auf der Plasmamembran von HEK293T- Zellen mittels quantitativer höchstauflösender Mikroskopie bestimmt. Der Diffusionskoeffizient und der Diffusionsmodus des MET-Rezeptors in lebenden HEK293T-Zellen wurden mit
Einzelpartikelverfolgung gemessen. Dieser Teil der Arbeit zeigte, dass die Kombination von CRISPR/Cas12a-gestützter endogener Markierung und Einzelmolekül-Lokalisierungsmikroskopie ein leistungsfähiges Werkzeug zur Untersuchung der molekularen Organisation und Dynamik von Membranproteinen ist.
Im vierten Teil dieser Arbeit wurde die Einzelmoleküldatenanalyse durch ein Softwaretool beschleunigt, das eine automatisierte und unvoreingenommene Detektion von Einzelmolekül-Emissionsereignissen ermöglicht. Der Anteil von Monomeren und Dimeren von fluoreszierenden Reportern wurde durch die Implementierung eines neuronalen Netzwerks bestimmt (die Software wurde von Alon Saguy geschrieben; Gruppe von Prof. Yoav Shechtman, Technion, Israel). Der oligomere Zustand der monomeren und dimeren Referenzproteine CD86 und CTLA-4 wurde erfolgreich bestimmt. Die automatisierte Detektion einzelner Proteingruppierungen ermöglichte die Analyse von MET-mEos4b in einzelnen Zellen, wodurch die Heterogenität zwischen den Zellen bestimmt und das Expressionsniveau des Rezeptors mit der Dimerisierung korreliert werden konnte.
Zusammenfassend wurden in dieser Arbeit Ergebnisse zu elementaren Aspekten hin zu einer molekularen Quantifizierung von Proteinzahlen mittels Einzelmolekül-
Lokalisationsmikroskopie generiert, die fluoreszierende Reporter, stöchiometrische Markierung von zellulären Proteinen und Bildanalyse umfassen. Das Potential dieser
Entwicklungen wurde anhand der Beobachtung der Liganden-induzierten Verschiebung von monomeren zu dimeren MET-Rezeptoren in einzelnen HEK293T-Zellen gezeigt.
Classical Hodgkin lymphoma (cHL) is one of the most common malignant lymphomas in Western Europe. The nodular sclerosing subtype of cHL (NS cHL) is characterised by a proliferation of fibroblasts in the tumour microenvironment, leading to fibrotic bands surrounding the lymphoma infiltrate. Several studies have described a crosstalk between the tumour cells of cHL, the Hodgkin- and Reed-Sternberg (HRS) cells, and cancerassociated fibroblasts (CAF). However, to date a deep molecular understanding of these fibroblasts is lacking. Aim of the present study therefore was a comprehensive
characterisation of these fibroblasts. Moreover, only a few studies describe the interplay of HRS cells and CAF. The paracrine communication and direct interaction of these two
cellular fractions have been investigated within this study. Finally, the influence of a few HRS cells within a lymph node orchestrate the mere alteration of its architecture and
morphology. Gene expression and methylation profiles of fibroblasts isolated from primary lymph node suspensions revealed persistent differences between fibroblasts obtained from NS cHL and lymphadenitis. NS cHL derived fibroblasts exhibit a myofibroblastic - inflammatory phenotype characterised by MYOCD, CNN1 and IL-6 expression. TIMP3, an inhibitor of matrix metalloproteinases, was strongly upregulated in NS cHL fibroblasts, likely contributing to the accumulation of collagen in sclerotic bands of NS cHL. Treatment by luteolin could reverse this fibroblast phenotype and decrease TIMP3 secretion. NS cHL fibroblasts showed enhanced proliferation when they were exposed to soluble factors released from HRS cells. For HRS cells, soluble
factors from fibroblasts were not sufficient to protect them from Brentuximab-Vedotin(BV) induced cell death. However, HRS cells adherent to fibroblasts were protected from BV-induced injury. The cHL specific interaction of both cell fractions reveals an initiation of inflammatory key regulators such as IL13 and IL4. Among important adhesion molecules known from literature the blocking of integrin beta 1 solely interrupted the adhesion of HRS cells to CAF. In summary, this study proves the stable reprograming of CAF phenotype and expression derived from NS cHL. It presents a suitable in vitro model for studying the interaction of HRS cells and CAF by paracrine factors and adherence. Most importantly the observations confirm the importance of fibroblasts for HRS cells´ inflammatory niche and cell survival associated with TIMP3 which probably acts as a major factor to the typical accumulation of fibrosis observed in NS cHL.
Autophagy, together with the ubiquitin-proteasome system, is the main quality control pathway responsible for maintaining cell homeostasis. There are several types of autophagy distinguished by cargo selectivity and means of induction. This thesis focuses on macroautophagy, hereafter autophagy, where a double-layered membrane is formed originating from the endoplasmatic reticulum (ER) engulfing cargo selectively or unselectively. Subsequently, a vesicle forms around the cargo, an autophagosome, and eventually fuses with the lysosome leading to degradation of the vesicle content and release of the cargo “building blocks”. Basal autophagy continuously occurs, unselectively engulfing a portion of the cytoplasm. However, autophagy can also be induced by stress such as starvation, protein aggregation, damaged organelles, intracellular pathogens etc. In this case, the cargo is selectively targeted, and the fate of the autophagosome is the same as in basal autophagy. In recent years, interest in identifying mechanisms of autophagy regulation has risen due to its importance in neurodegenerative diseases and cancer. Given the complexity of the process, its execution is tightly regulated from initiation, autophagosome formation, expansion, closure, and finally fusion with the lysosome. Each of the steps involves different protein complexes, whose timely activity is orchestrated by post-translational modifications. One of them is ubiquitination. Ubiquitin is a small, 76-amino acid protein conjugated in a 3-step reaction to other proteins, in a reversible manner, meaning undone by deubiquitinases. Originally described as a degradation signal targeting proteins to the proteasome, today it is known it has various additional non-proteolytic functions, such as regulating a protein’s activity, localization, or interaction partners. The role of ubiquitin in autophagy has already been shown. However, given the reversibility and fine-tuning of the ubiquitin signal, many expected regulators remain unidentified. This work aimed to identify novel deubiquitinating enzymes that regulate autophagy. We identified ubiquitin-specific protease 11 (USP11) as a novel, negative regulator of autophagy. Loss of USP11 leads to an increase in autophagic flux, whereas overexpression of USP11 attenuates it. Moreover, this observation was reproducible in model organism Caenorhabditis elegans, emphasizing the importance of USP11 in autophagy regulation. To identify the mechanism of USP11-dependent autophagy regulation, we performed a USP11 interactome screen after 4 hour Torin1 treatment and identified a plethora of autophagy-related proteins. Following the most prominent hits, we have investigated versatile ways in which USP11 regulates autophagy. USP11 interacts with the PI3KC3 complex, the role of which is phosphorylating lipids of the ER, thereby initiating the formation of the autophagosomal membrane. Phosphorylated lipids serve as a recruitment signal for downstream effector proteins necessary for the membrane expansion. The core components of the complex are VPS34, the lipid kinase, ATG14, the protein responsible for targeting the complex to the ER, VPS15, a pseudokinase with a scaffolding role, Beclin1, a regulatory subunit, and NRBF2, the dimer-inducing subunit. We have found USP11 interacts with the complex and, based on its activity, USP11 influences post-translational status of all the aforementioned subunits, except for ATG14. Moreover, we have found that loss of USP11 leads to an increase in NRBF2 levels, whereas it does not change the levels of the other proteins. Given that the dimerization of the complex leads to an increase in complex activity, we investigated if the complex is more tightly formed in the absence of USP11, and if it is more active. We have found both to be the case. Although the exact mechanism of USP11-dependent PI3KC3 complex regulation remains to be identified, we found that loss of USP11 stimulates the complex formation and activity, likely contributing to the general effect of USP11 on autophagy flux. Additionally, we found that USP11 modulates levels of mTOR, the most upstream kinase in autophagy initiation steps and general multifaceted metabolism regulator. Loss of USP11 led to downregulation of mTOR levels, suggesting USP11 may rescue mTOR from proteasome-mediated degradation. Furthermore, we found mTOR to be differentially modified depending on the activity of USP11. However, it remains to be shown if USP11-dependent mTOR regulation contributes to the observed autophagy phenotype. Taken together, USP11 is a novel, versatile, negative regulator of autophagy, and an important addition to our knowledge on the regulation of autophagy by the ubiquitin system.
The present study approached two related but conceptually different questions of EV biology in cancer. In both approaches, tailored variants of the Cre LoxP system were utilized. First, in the context of intradermal and intracranial tumours, it was examined which cells in the tumour microenvironment (TME) take up tumour derived
EVs and what effects EV uptake has on recipient cells. Secondly, in the context of glioma, peripheral macrophages (MF) were directly traced to the brain and
separated from brain resident microglia (MG). Furthermore, EV signalling between these entities was analysed.
Regarding the first approach, multidirectional transfer of functional Cre recombinase RNA in intradermal and intracranial mouse tumour models was observed. In spite of robust recombination rates in all tumour models, the total number of EV-uptaking cells is around three times higher than the total number of recombined cells, suggesting that interactions of cells and EVs which contain CremRNA does not necessarily lead to marker gene expression. Subsequent studies can build up on this established system and isolate and characterise EV-uptaking cells to identify geno- and phenotypical changes induced by EV uptake.
The second, conceptionally different aspect that was investigated in this study is the distinction and tracing of peripheral MF to the brain and their distinction from
brain resident MG in glioma. Glioblastoma multiforme (GBM) is the most common and the most malignant brain tumour. The average patient survival of 15 months
past diagnosis did not change much during the last decades, which stresses the need for new therapies. GBM location in the immune privileged brain, its characteristically highly immune suppressive TME and its highly invasive growth
makes this disease so difficult to treat. Immune therapies, which in general show good results in other types of cancer, are not effective in GBM. To a great extent, this can be ascribed to the lack of understanding of MG and MF function in GBM and their roles in tumour progression.
Human protein kinases play essential roles in cellular signaling pathways and - if deregulated - are linked to a large diversity of diseases such as cancer and inflammation or to metabolic diseases. Because of their key role in disease development or progression, kinases have developed into major drug targets resulting in the approval of 52 kinase inhibitors by the Food and Drug Administration (FDA) so far.
Within the drug discovery process, the affinity of the inhibitors is the parameter that is used most often to predict the later efficacy in humans. However, the kinetics of binding have recently emerged as an important but largely neglected factor of kinase inhibitor efficacy. To efficiently suppress a signaling pathway, the targeted kinase needs to be continuously inhibited. Thus, it has been hypothesized that fast binding on-rates and slow off-rates would be the preferred property of an efficacious inhibitor. Despite optimizing the potency of kinase inhibitors, in the past decade optimization of kinetic selectivity has therefore gained interest as a molecule cannot be active unless it is bound, as Paul Ehrlich once stated. There is increasing evidence of correlations between prolonged drug-target residence time and increased drug efficacy, and that inhibitor selectivity in cellular contexts can be modulated by altered residence times. In order to contribute to the understanding of the effect of long residence times on cellular targets we initiated two projects.
The first of these projects is related to the STE20 kinase Serine/threonine kinase 10 (STK10) and its close relative STE20 like kinase (SLK) which have been reported to be frequent off-targets for kinase inhibitors used in the clinics. Also, an inhibition of STK10 and SLK has been linked to a common side-effect of severe skin rash developed upon treatment with the EGFR inhibitor erlotinib, but not gefitinib and the severity of this rash correlated with the treatment outcome, which fits the known biology of STK10 and SLK to be regulators of lymphocyte migration and PLK kinases. However, there are yet no explanations why these two proteins show such high hit-rates across the kinome among the kinase inhibitors. Using structural analysis, we identified the flexibility of STK10 to be the main reason for this hit-rate. The observed strong in vitro potencies did however not translate to the cellular system which is why we investigated the inhibitors residence time on STK10. We found the same flexibility to be the main reason for slow residence times among several inhibitors. We observed large rearrangements in the hydrophobic backpocket of STK10 including the αC, the P-loop enclosing the inhibitor like a lid and strong π-π-stackings to be the main reasons for prolonged residence times on STK10. Interestingly, we observed an increased residence time for erlotinib, which showed skin-related side-effects, giving rise whether the binding kinetics should be investigated for weak cellular off-target effects in future drug discovery efforts.
In the second project we initiated, we illuminate a structural mechanism that allows kinetic selection between two closely related kinases, focal adhesion kinase (FAK) and proline-rich tyrosine kinase 2 (PYK2). Using an inhibitor series designed to probe the mechanism, residence times measured in vitro and in cells showed a strong correlation. Crystal structures and mutagenesis identified hydrophobic interactions with L567, adjacent to the DFG-motif, as being crucial to kinetic selectivity of FAK over PYK2. This specific interaction was observed only when the DFG-motif was stabilized into a helical conformation upon ligand binding to FAK. The interplay between the protein structural mobility and ligand-induced effect was found to be the key regulator of kinetic inhibitor selectivity for FAK over PYK2.
These two projects showed that the parameter residence time should be considered for different problems among the drug discovery process. First, in an open in vivo system not only the potency of a drug alone, but as well its residence time might be of importance. Here we showed that the weak cellular potency translated to prolonged residence times for several inhibitors in cells and established a link between the phenotypic outcome of skin rash after erlotinib treatment and the residence time of this inhibitor on STK10 in cells. On the other hand, medicinal chemistry efforts should consider structure kinetic relationships (SKR) in the optimization process and aim to understand the molecular basis for prolonged target residence times. Here, we showed that a hydrophobic interaction that is enforced upon inhibitor binding is crucial for an unusual helical DFG conformation which arrests the inhibitor and prolongs its residence time providing the molecular basis for understanding the kinetic selectivity of two closely related protein kinases. Establishing the SKRs will help medicinal chemists to kinetically optimize their drug candidates to select a suitable molecule to proceed into further optimization programs. Hence, the projects showed that the target residence time parameter needs to be considered both as a molecular optimization parameter to improve compound potency and binding behavior as well as a parameter to be understood for proceeding to the open system of in vivo models to later modulate the in vivo efficacy of protein kinase targeting drugs.