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Abstract
The known Schiff base compound, (E)1‐benzyl‐3‐((4‐methoxyphenyl)imino)‐5‐methylindolin‐2‐one, was prepared as before by reacting 1‐benzyl‐5‐methylindoline‐2,3‐dione with 4‐methoxyaniline. The product was unambiguously characterized using elemental analysis, 1H and 13C‐NMR spectroscopy, and its new single‐crystal X‐ray structural analysis. Molecular orbital calculations were conducted in order to investigate the structures and relative stabilities of the (E) and (Z) isomers of 1‐benzyl‐3‐([4 methoxyphenyl]‐imino)‐5‐methylindolin‐2‐one. Specific attention was paid to the (E) isomer. The available crystallographic experimental data for the latter ensured also validation of the model structures computationally derived at the theoretical B3LYP/6‐31G(d,p) level.
Molybdenum dependent enzymes are involved in essential metabolic transformations in bacteria, plants, and human beings. The extreme instability of the molybdenum cofactor (Moco) prevents its use as an effective treatment for patients with a Moco deficiency. Therefore, the design, develop and execute the artificial molybdenum cofactor models are essential.
In the present thesis, the asymmetric molybdopterin (mpt) model precursors with oxygen functionality and various electronic structures and their Moco model complexes mimicking the natural cofactor have been synthesized and comprehensively investigated through multi-nuclear NMR, MS, IR, resonance Raman, X-ray crystallography, UV-Vis, and electrochemical methods. Notably, the asymmetrically substituted dithiolenes in this thesis are confirmed through a significant push-pull effect, which is tuning its electronic structure. The redox behavior of Moco model complexes was investigated by temperature-dependent cyclic voltammetry. Electronic and vibrational spectral studies were investigated in detail to understand substituents effect on the electronic structure of model complexes and to elucidate roles of mpt in catalysis. Since the model complexes can be considered as structural models for the Moco dependent oxidoreductases, catalytic oxygen atom transfer (OAT) reactions in DMSO/PPh3 were investigated.
The main focus of the present thesis was achieved through the development of various synthetic routes that address phosphonate bearing dithiolene ligands, inspiring the natural mpt. Simultaneously the Minisci protocol was applied for the synthesis of new pterin ketophosphonates, taking into consideration the essential aspects of the natural molybdopterin, including the phosphate anchor group. Even though some aspects of this protocol require further optimizations, but the mentioned synthetic route has exceptional potential and flexibility.
Polykristallines Gold wurde bereits seit dem Ende des 19. Jahrhunderts elektrochemisch charakterisiert und seit Anfang des 20. Jahrhunderts regelmäßig als Arbeitselektrode in der elektrochemischen Analytik genutzt. Fälschlicherweise und trotz erster gegenteiliger Indizien, dominierte die Annahme, dass mechanisches Polieren die einzelnen Einkristallflächen des polykristallinen Materials freilegen würde, und dass deren statistisch gewichtetes elektrochemisches Verhalten reproduzierbar abgebildet werden könne. Mit dem Aufkommen neuer und verbesserter Verfahren zur Erzeugung hochwertiger Einkristallflächen parallel zur Entwicklung und Verbreitung leistungsstarker Techniken zur Oberflächenanalyse, konzentrierte sich die Goldforschung ab der Mitte des 20. Jahrhunderts auf die Charakterisierung der Einkristallflächen, ohne jedoch die neugewonnenen Erkenntnisse für die Interpretation des polykristallinen Materials zu nutzen. Gegenstand dieser Arbeit war daher die Kombination elektrochemischer Methoden (lineare und zyklische Voltammetrie) mit modernen Oberflächenanalysetechniken (Röntgendiffraktion, elektrochemische Unterpotentialabscheidung von Blei-Ionen) und bildgebenden Verfahren (AFM, STM, REM) zur Charakterisierung verschieden vorbehandelter polykristalliner Goldelektroden. Zudem sollte das elektrochemische Verhalten dieser Elektroden basierend auf dem bisherigen Wissen über das Verhalten der Einkristallflächen interpretiert werden. Der Großteil der erzielten Ergebnisse wurden in den drei Publikationen veröffentlicht, die den Hauptteil dieser Dissertation bilden. Zunächst konnte eine temporäre Aktivierung mittels mechanischer oder elektrochemischer Bearbeitung sowie eine Inaktivierung durch chemisches Ätzen in sauerstoffgesättigter Kaliumcyanidlösung, bezüglich der Sauerstoffreduktion als Referenzreaktion nachgewiesen werden, wobei Aktivierung und Inaktivierung relativ sind und im Zusammenhang mit der Anzahl sogenannter aktiver Zentren auf der Elektrodenoberfläche stehen (Publikation 1). Darüber hinaus erwiesen sich kontinuierliche Oxidations- und Reduktionszyklen an polierten polykristallinen Goldelektroden in schwefelsaurer Lösung als eine neue, Zusatzstoff freie Methode für die Goldnanopartikelsynthese, da diese wohldefinierte und immobilisierte Goldkristallite auf den Elektrodenoberflächen erzeugt (Publikation 2). Die sequenzielle Kombination aus Argon-Ionenstrahlätzen und thermischem Ausheizen hat sich hingegen als effiziente Methode zur Erzeugung sauberer und glatter Elektrodenoberflächen mit hoher atomarer Ordnung erwiesen (Publikation 3). Zugleich konnte gezeigt werden, dass polykristallines Gold ein eigenständiges Material ist, dessen Eigenschaften und Verhaltensweisen nicht ausschließlich auf das statistisch gewichtete elektrochemische Verhalten der einzelnen Einkristallflächen zurückzuführen sind, sondern auch von anderen energetischen Aspekten, wie beispielsweise der Koordination der Oberflächenatome im Kristallgitter, bedingt werden (Publikation 2 und 3).
Herein, we report the synthesis of a series of push–pull imines by considering cyclic diamino substituent at the C‐centre and fluoroaryl substituent at the N‐centre. This has been achieved by a selective aromatic nucleophilic substitution of different fluoroarenes by N‐H‐substituted N‐heterocyclic imines (NHIs) at ambient conditions without any additional reagent. Solid‐state molecular structure analysis reveals the elongation of the central C–N bond of the imine functionality, which is consistent with the push–pull nature of these imines. The push–pull nature of these imines is further validated by computational studies.
Protein engineering is essential for altering the substrate scope, catalytic activity and selectivity of enzymes for applications in biocatalysis. However, traditional approaches, such as directed evolution and rational design, encounter the challenge in dealing with the experimental screening process of a large protein mutation space. Machine learning methods allow the approximation of protein fitness landscapes and the identification of catalytic patterns using limited experimental data, thus providing a new avenue to guide protein engineering campaigns. In this concept article, we review machine learning models that have been developed to assess enzyme-substrate-catalysis performance relationships aiming to improve enzymes through data-driven protein engineering. Furthermore, we prospect the future development of this field to provide additional strategies and tools for achieving desired activities and selectivities.
Amine transaminases (ATAs) are powerful biocatalysts for the stereoselective synthesis of chiral amines. Machine learning provides a promising approach for protein engineering, but activity prediction models for ATAs remain elusive due to the difficulty of obtaining high-quality training data. Thus, we first created variants of the ATA from Ruegeria sp. (3FCR) with improved catalytic activity (up to 2000-fold) as well as reversed stereoselectivity by a structure-dependent rational design and collected a high-quality dataset in this process. Subsequently, we designed a modified one-hot code to describe steric and electronic effects of substrates and residues within ATAs. Finally, we built a gradient boosting regression tree predictor for catalytic activity and stereoselectivity, and applied this for the data-driven design of optimized variants which then showed improved activity (up to 3-fold compared to the best variants previously identified). We also demonstrated that the model can predict the catalytic activity for ATA variants of another origin by retraining with a small set of additional data.
Haloalkanes are serious environmental pollutants commonly employed as pesticides, herbicides, and chemical warfare agents. Although haloalkane production is performed mostly in the chemical industry, it also occurs naturally, mostly enzymatically (halide methyltransferases and haloperoxidases). Elimination of toxic haloalkanes is very important and using haloalkane dehalogenases is a promising and environmentally friendly way to achieve this.[53] Therefore, assays are needed for detecting dehalogenase activity either to find new enzymes or to generate laboratory-evolved variants. In this thesis, a new assay for dehalogenase activity was developed based on halide detection. In this assay halides, as dehalogenase products, are oxidized under mild conditions using the vanadium-dependent chloroperoxidase from Curvularia inaequalis, forming hypohalous acids that are detected using aminophenyl fluorescein.[53] This new halide oxidation assay is much more sensitive than previously known assays, with detection limits of 20 nM for bromide and 1 μM for chloride and iodide. Validation of the assay was done by comparison to a well-established GC-MS method in terms of determining the specific activities of two dehalogenases towards five common substrates (Figure 5).
The HOX assay was modified for iodide-specific detection by using two other dyes, o-phenylenediamine (OPD) and 3,3′,5,5′-tetramethylbenzidine (TBM), instead of APF. Also, selective bromide detection in the presence of the common contaminant chloride was achieved by using a bromoperoxidase. Since the assay relies on halide detection, it is possible to use it for other halide-producing enzymes (Section 8.1). For example, the TMB-modified version was used for screening of halide methyltransferase libraries towards various alkyl iodides.[166] Furthermore, the HOX assay was used to identify promiscuous dehalogenase activity of the epoxide hydrolase CorEH from Corynebacterium sp. C12.[105]
Moreover, studies showed that the HOX assay could be used with in-vitro synthesized protein. Selected dehalogenases, DhlA, DhaA, and DmmA, were synthesized in vitro and used in the assay; the product formation was also validated using GC-MS. In conclusion, the HOX assay can be used with purified protein, whole cells, or in vitro synthesized proteins.
The HOX assay application in microfluidic droplets was investigated since an ultra-high-throughput assay for haloalkane dehalogenases is needed. This investigation showed no leakage of reaction components and products in the short term (~24 h), based on tests done on water-in-oil droplets generated by microfluidic chips. Even though 20 μM droplets were not working, 70 μM droplets were successful for assay implementation. Since the Damborsky group in Brno (CZ) and the deMello group in Zürich (CH), have large dehalogenase libraries and more experience in microfluidics, respectively, we collaborated with these groups to finalize implementation of the assay in an ultrahigh-throughput format. Since the studies are ongoing, final results could not yet be shown in this thesis. However, it can be noted that the issue with 20 μm droplets has been sorted out since our collaborators in Brno noticed that the low fluorescence of the droplets is actually caused by excessive accumulation of fluorescein, which is self-quenching, resulting in low fluorescence once the concentration exceeds 1 μM. By lowering the APF concentration they could optimize the maximum amount of fluorescein formed, and a mutant library has now been successfully screened by our collaborators at the ETH. The last topic of the thesis was an investigation of converting an epoxide hydrolase into a haloalkane dehalogenase. These studies focused on increasing the minor dehalogenase activity of two previously identified epoxide hydrolase (Cif) variants. These Cif variants hardly led to soluble proteins, the PROSS algorithm was used to increase soluble expression. New variants of Cif were generated using a 3DM analysis and the PROSS[164] design. The activities of these variants were determined with the newly developed HOX assay in a whole-cell format. Cif23 E153N-H269D and the PROSS D7 E153N-H269D variant, were found being active against 1,2-dibromoethane. Since the determination of enzyme concentration was hard to measure due to the expression/purification problem, specific activities could not be determined. To solve this problem, a HiBiT-tag was added to the selected variants for determining soluble expression. However, the planned studies could not be completed because of a lack of time and will form the basis for a future study.