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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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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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Wnt signaling in intestinal homeostasis and tumorigenesis
Janečková, Lucie ; Kořínek, Vladimír (advisor) ; Macůrek, Libor (referee) ; Truksa, Jaroslav (referee)
The canonical Wnt signaling pathway is one of the most important pathways involved in cell proliferation and differentiation. It is highly conserved in evolution and participates not only in embryonic development but also in adult tissue homeostasis. In the intestine, Wnt signaling is closely connected to maintenance of intestinal stem cells and renewal of the epithelia. Conversely, aberrant activation of the Wnt signaling pathway underlies different types of human diseases. Its constitutive activation results in neoplasia and specifically in development of colorectal cancer, which is the third most common malignancy in western world. The aim of this thesis was to uncover various aspects of the regulatory mechanisms of the Wnt/β-catenin signaling cascade. Furthermore, I headed to find novel Wnt pathway modulators and confirm their function in vivo. The results are presented in four publications. The first study examines murine Wnt proteins processing and the sequential order of Wnt post-translational modifications which are required for the secretion and signaling activity of the ligands. Next publication focuses on the gene Troy, which we identified as negative regulator of Wnt signaling. TROY was discovered as a Wnt target gene during DNA microarray profiling of human colorectal cancer cells....
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Optimization of N-glycopeptides analysis methods and their preliminary application to barley proteins study
Benkovská, Dagmar ; Flodrová, Dana ; Bobálová, Janette ; Laštovičková, Markéta
N-glycosylation is the most frequently studied plant protein post-translational modification. The analysis of Nglycopeptides after protein proteolytic digestion offers information about the structure of both oligosaccharide and peptide moiety. However, this method has so far been less commonly used. Since glycopeptides hardly ionize during MS analysis in the presence of non-glycosylated peptides, they need to be separated from the complex peptide mixture. In this study, the glycopeptides enrichment, purification and analysis methods were successfully optimized on two standard N-glycoproteins. Concanavalin A (ConA) lectin tips were used for glycopeptide capturing, and obtained fractions were purified on carbon tips and analyzed using MALDI-TOF mass spectrometry. The differences in the CID fragmentation of certain types of glycopeptides were found. This technique was then applied to glycopeptide analysis of barley grain and malt proteins. Several barley glycopeptides were found, however, their identification was very difficult. More proteins separation techniques will be required before this enrichment procedure in further studies.
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