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Predicting local structural properties from antibody sequence
Beňo, Roman ; Příhoda, David (advisor) ; Hoksza, David (referee)
Predicting local structural properties of antibodies at residual level is vital for detecting the presence of post-translational modifications (PTMs), which often induce structural change in the antibody, negatively impact its shelf-life and possibly lead to the loss of the therapeutic potential. In this work, we predict relative solvent accessibility (RSA) of individual residues. This property is, alongside with the type of amino acid in question, the key indicator for presence of methionine oxidations and other types of PTMs. Due to the conservation of the antibody structure, we identified that different classes of prediction methods yield almost interchangeable results - total mean absolute error (MAE) of 5.64 RSA percentage units measured for the best performing machine learning pipeline compared to the 5.96 measured for the best performing statistical pipeline. The significant prediction quality improvement observed within comparison to the random prediction method with MAE of 35.996 may be as well attributed to the sequence conservancy. In CDR regions, RSA values are harder to predict. Although the range of methods and procedures employed throughout this work is by far not able to yield complex structure predictions, it might constitute a modular, high-throughput tool to support one's choices when...
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The impact of post-translational modifications on TRPC5 ion channel activation and modulation
Mitro, Michal ; Zímová, Lucie (advisor) ; Dolejší, Eva (referee)
Transient Receptor Potential Canonical 5 (TRPC5), a calcium-permeable ion channel, acts as a versatile receptor in sensory neurons, kidneys, and the brain, impacting inflammatory responses and various types of pain. While post-translational modifications influence TRPC5 gating and membrane trafficking, only a few have been described so far. The identification of phosphorylation sites was based on available high-throughput bioinformatics and mass spectrometry data. Subsequently, functional characterization of these sites was conducted by introducing phospho-mimicking aspartate or phospho-null alanine mutations using site-directed mutagenesis. Utilizing patch-clamp in whole-cell configuration, membrane currents evoked by voltage or agonist stimuli were examined. The results revealed that individual substitutions at the N-terminal S193 and S195 with aspartates significantly slowed the gating kinetics. Additionally, a gain-of-function phenotype was observed with S193A. Molecular dynamics simulations provided insight into how phosphorylation at S193 induces changes in interactions among neighboring subunits. Moreover, biotinylation experiments indicated that the alterations in the activity of the S193 mutations are not due to increased targeting of the channels to the plasma membrane. Taken together,...
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In Vitro Selection of Aptamers for Methionine Sulfoxide
Jureček, Matěj ; Míšek, Jiří (advisor) ; Bařinka, Cyril (referee)
Oxidation of methionine to methionine sulfoxide in proteins is considered one of important post-translational modifications of proteins. This modification can activate and also inhibit functions of many proteins and it is a part of regulation mechanisms of various (patho)physiological processes. For further research of the effects of methionine oxidation in proteins it would be very helpful to find its bioindicator. So far however, there has not been found any such antibody, nor any of its alternatives. This thesis was concerned with the search of ssDNA aptamer specific for methionine sulfoxide by the method of in vitro selection (SELEX). Several conditions for in vitro selection of methionine sulfoxide were tested in this diploma thesis. None of them led to the enrichment of the starting oligonucleotide pool and no selective aptamer for methionine sulfoxide has been found. Such results don't necessarily point to the impossibility of finding such aptamer, but the conventional methods used in this thesis weren't suitable for this task. In a control in vitro selection there has been found an enriched ssDNA pool for sulforhodamine B as a ligand. Sequencing of clones of this enriched pool has shown oligonucleotides with G-rich sequences, which is typical for already published aptamers for sulforhodamine B.
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Tau protein, a biomarker of Alzheimer's disease: in vitro phosphorylation and tau-reactive antibodies characterization
Hromádková, Lenka ; Bílková, Zuzana (advisor) ; Fialová, Lenka (referee) ; Krejsek, Jan (referee)
Tau protein, a microtubule-associated protein localized in axonal projections of neurons, is a key molecule in the pathology of Alzheimer's disease (AD), the most common cause of dementia in the elderly population. Tau belongs to the group of natively unfolded proteins without globular structure and is prone to numerous posttranslational modifications (PTMs). Under pathological conditions, abnormal PTMs and misfolding of tau protein occurs and leads to oligomerization and aggregation into paired helical filaments forming neurofibrillary tangles, the histopathological hallmark of AD. Currently available drugs applied in AD treatment can only slow the disease progression and those, which halt the AD-specific neurodegenerative processes, are still missing. Very promising and evolving therapeutic approach is immunotherapy, and even immunomodulation by administration of intravenous immunoglobulin (IVIG) products, a reservoir of natural antibodies from the plasma of healthy donors, has been already tested. The discovery of naturally occurring antibodies directed to tau (nTau-Abs) in body fluids of both AD and healthy subjects and their presence in IVIG begin the investigation of their therapeutic potential. Considering a wide range of possible modifications of tau and of various tau species (oligomers,...
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MAP code and regulation of microtubule-based processes
Karhanová, Adéla ; Lánský, Zdeněk (advisor) ; Tomášová, Štěpánka (referee)
Microtubule associated proteins (MAPs) are considered as key regulators of molecular trafficking in cells. Even though their malfunctioning results in severe pathologies, such as neurodegenerative disorders, the regulatory roles of these proteins remain under debate. Since MAPs bind to the cytoskeleton, this structure has to be vital for the function of MAPs. Microtubules, a highly dynamic type of cytoskeletal structure, have been given extra attention due to their association with cell division and vital functions in neurons. Microtubules can undergo post-translational modifications that affect molecular motors as well as binding of other proteins, such as MAPs. Whether post-translational modifications of microtubules regulate the distribution of MAPs is so far not sufficiently documented. However, MAPs have been shown to cooperatively form cohesive envelopes on the microtubules and thereby regulate the access of motors and severing enzymes. As there are many types of MAPs and they are mutually exclusive, a hypothesis of a regulatory 'MAP code' emerged recently in the literature. Using available literature, this review will try to introduce the new model of MAP code and provide some background information on previous research on this topic.
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Proteome analysis of anti-cancer drug effects and characterisation of drug resistance
Hrabáková, Rita
Despite significant progress in the development of anti-cancer drugs, there is still a need for novel therapeutic strategies that would improve the outcome of cancer patients. Using proteomic technologies and cell lines with different phenotype of p53 tumour suppressor, we monitored cancer cell response to anti-cancer treatment with focus on the development of drug resistance. The different levels of metabolic proteins were identified in our study which may help to explain different anti-cancer activity of drugs with only a subtle difference in structure. More importantly, proteins associated with the development of drug resistance were identified and such expression changes have become a focus of interest. Our findings demonstrate a higher protein level of serine hydroxymethyltransferase, serpin B5 and calretinin in cancer cells resistant to Aurora kinase inhibitors. Such proteins promote the tumour growth with no apparent impact of p53 phenotype whilst voltage-dependent anion-selective channel protein 2 contributes to the development of resistance only in cells with functional p53 which is accompanied by the decreased level of elongation factor 2. On the other hand, cancer cells with loss of p53 appear to amplify alternative mechanisms such as protection against oxidative stress. The results...
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Structural mass spectrometry of Bordetella virulence factors
Jurnečka, David
The Bordetellae are aerobic Gram-negative coccobacilli colonizing the upper respiratory tract of mammals and thereby causing diseases with similar symptoms but different host specificity. The bacteria produce a variety of adhesins and toxins that facilitate their ability to promote infection and evade the innate immune system. Among them, the filamentous hemagglutinin (FHA) and the adenylate cyclase toxin (CyaA) are the major virulence factors providing the adherence to the host epithelial cells and the protection against bactericidal activity of phagocytic cells, respectively. Moreover, CyaA along with the Escherichia coli α-hemolysin (HlyA) and the Kingella kingae cytotoxin (RtxA) represent a prominent group of Repeats in ToXin (RTX) cytotoxins/hemolysins that undergo post-translational acylation on conserved lysine residues. Here, different mass spectrometry approaches were employed to analyze the structural features of FHA and to characterize the acylation status of the RTX toxins and their various hybrid molecules. First, the differential 16O/18O labeling revealed that the mature FHA proteins of B. pertussis (Bp-FHA) and the B. bronchiseptica (Bb-FHA) are processed at different sites, after Ala2348 and Lys2479 of the FhaB precursor, respectively. Second, the bottom-up proteomics of the...
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Structural mass spectrometry of Bordetella virulence factors
Jurnečka, David
The Bordetellae are aerobic Gram-negative coccobacilli colonizing the upper respiratory tract of mammals and thereby causing diseases with similar symptoms but different host specificity. The bacteria produce a variety of adhesins and toxins that facilitate their ability to promote infection and evade the innate immune system. Among them, the filamentous hemagglutinin (FHA) and the adenylate cyclase toxin (CyaA) are the major virulence factors providing the adherence to the host epithelial cells and the protection against bactericidal activity of phagocytic cells, respectively. Moreover, CyaA along with the Escherichia coli α-hemolysin (HlyA) and the Kingella kingae cytotoxin (RtxA) represent a prominent group of Repeats in ToXin (RTX) cytotoxins/hemolysins that undergo post-translational acylation on conserved lysine residues. Here, different mass spectrometry approaches were employed to analyze the structural features of FHA and to characterize the acylation status of the RTX toxins and their various hybrid molecules. First, the differential 16O/18O labeling revealed that the mature FHA proteins of B. pertussis (Bp-FHA) and the B. bronchiseptica (Bb-FHA) are processed at different sites, after Ala2348 and Lys2479 of the FhaB precursor, respectively. Second, the bottom-up proteomics of the...
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Structural mass spectrometry of Bordetella virulence factors
Jurnečka, David ; Bumba, Ladislav (advisor) ; Novák, Petr (referee) ; Řehulka, Pavel (referee)
The Bordetellae are aerobic Gram-negative coccobacilli colonizing the upper respiratory tract of mammals and thereby causing diseases with similar symptoms but different host specificity. The bacteria produce a variety of adhesins and toxins that facilitate their ability to promote infection and evade the innate immune system. Among them, the filamentous hemagglutinin (FHA) and the adenylate cyclase toxin (CyaA) are the major virulence factors providing the adherence to the host epithelial cells and the protection against bactericidal activity of phagocytic cells, respectively. Moreover, CyaA along with the Escherichia coli α-hemolysin (HlyA) and the Kingella kingae cytotoxin (RtxA) represent a prominent group of Repeats in ToXin (RTX) cytotoxins/hemolysins that undergo post-translational acylation on conserved lysine residues. Here, different mass spectrometry approaches were employed to analyze the structural features of FHA and to characterize the acylation status of the RTX toxins and their various hybrid molecules. First, the differential 16O/18O labeling revealed that the mature FHA proteins of B. pertussis (Bp-FHA) and the B. bronchiseptica (Bb-FHA) are processed at different sites, after Ala2348 and Lys2479 of the FhaB precursor, respectively. Second, the bottom-up proteomics of the...
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Mechanisms of regulation of inhibitory factor IF1
Sklenář, Filip ; Dlasková, Andrea (advisor) ; Zelenka, Jaroslav (referee)
Inhibitory factor 1 (IF1) is one of the major regulators of mitochondrial ATP synthase activity, a key enzyme of energy metabolism. Its inhibitory effects are known in conditions such as hypoxia or starvation, but the hypothesis that IF1 inhibits ATP synthase activity even under physiological conditions is still not entirely accepted. Disorders of ATP synthase regulation can be fatal to the cell and have been described, for example, in carcinogenesis and ischemia. It has also been found that silencing of the IF1 gene in pancreatic β-cells increases insulin secretion, and thus, IF1 may be important in the pathogenesis of type 2 diabetes. The goal of this work is to summarize the current knowledge about the IF1 protein and to obtain new results that will help elucidate the mechanism by which this protein regulates mitochondrial ATP synthase. Specifically, this work deals with the ratio of IF1 protein to ATP synthase in pancreatic β-cells, depending on different culture conditions. It further investigates the occurrence of post-translational modifications of the IF1 protein in pancreatic β-cells (INS- 1E model cells), which may play a role in the regulation of IF1 activity. It also deals with the cellular ATP/ADP ratio, which is one of the key factors for insulin secretion by pancreatic β-cells. An...
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