Machine learning methods for prediction of disulphide bonding states of cysteine residues in proteins

The goal of this thesis work is to develop a computational method based on machine learning techniques for predicting disulfide-bonding states of cysteine residues in proteins, which is a sub-problem of a bigger and yet unsolved problem of protein structure prediction. Improvement in the prediction of disulfide bonding states of cysteine residues will help in putting a constraint in the three dimensional (3D) space of the respective protein structure, and thus will eventually help in the prediction of 3D structure of proteins. Results of this work will have direct implications in site-directed mutational studies of proteins, proteins engineering and the problem of protein folding. We have used a combination of Artificial Neural Network (ANN) and Hidden Markov Model (HMM), the so-called Hidden Neural Network (HNN) as a machine learning technique to develop our prediction method. By using different global and local features of proteins (specifically profiles, parity of cysteine residues, average cysteine conservation, correlated mutation, sub-cellular localization, and signal peptide) as inputs and considering Eukaryotes and Prokaryotes separately we have reached to a remarkable accuracy of 94% on cysteine basis for both Eukaryotic and Prokaryotic datasets, and an accuracy of 90% and 93% on protein basis for Eukaryotic dataset and Prokaryotic dataset respectively. These accuracies are best so far ever reached by any existing prediction methods, and thus our prediction method has outperformed all the previously developed approaches and therefore is more reliable. Most interesting part of this thesis work is the differences in the prediction performances of Eukaryotes and Prokaryotes at the basic level of input coding when ‘profile’ information was given as input to our prediction method. And one of the reasons for this we discover is the difference in the amino acid composition of the local environment of bonded and free cysteine residues in Eukaryotes and Prokaryotes. Eukaryotic bonded cysteine examples have a ‘symmetric-cysteine-rich’ environment, where as Prokaryotic bonded examples lack it.

Rapporto tra struttura e funzione della cistatina B e dei suoi mutanti in relazione all'epilessia mioclonica progressiva di tipo 1 (EPM1)

This work shows for the first time that native CSTB polymerizes on addition of Cu2+ and DnaK (Hsp70). Cysteines are involved in the polymerization process and in particular at least one cysteine is necessary. We propose that Cu2+ interacts with the thiol group of cysteine and oxidize it. The oxidized cysteine modifies the CSTB structure allowing interaction with DnaK/Hsp70 to occur. Thus, Cu2+ binding to CSTB exposes a site for DnaK and such interaction allows the polymerization of CSTB. The polymers generated from native CSTB monomers, are DTT sensitive and they may represent physiological polymers. Denatured CSTB does not require Cu2+ and polymerizes simply on addition of DnaK. The polymers generated from denatured CSTB do not respond to DTT. They have characteristics similar to those of the CSTB toxic aggregates described in vivo in eukaryotic cells following CSTB over-expression. Interaction between CSTB and Hsp70 is shown by IP experiments. The interaction occurs with WT CSTB and not with the cys mutant. This suggests that disulphur bonds are involved. Methal-cathalyzed oxidation of proteins involves reduction of the metal ion(s) bound to the protein itself and oxidation of neighboring ammino acid residues resulting in structural modification and de-stabilization of the molecule. In this work we propose that the cysteine thyol residue of CSTB in the presence of Cu2+ is oxidized, and cathalyzes the formation of disulphide bonds with Hsp70, that, once bound to CSTB, mediates its polymerization. In vivo this molecular mechanism of CSTB polymerization could be regulated by redox environment through the cysteine residue. This may imply that CSTB physiological polymers have a specific cellular function, different from that of the protease inhibitor known for the CSTB monomer. This hypothesis is interesting in relation to Progressive Myoclonus Epilepsy of type 1 (EPM1). This pathology is usually caused by mutations in the CSTB gene. CSTB is a ubiquitous protein, but EPM1 patients have problems only in the central nervous system. Maybe physiological CSTB polymers have a specific function altered in people affected by EPM1.

Immunoconiugati contenenti tossine vegetali o siRNA per la deplezione selettiva di cellule leucemiche. Preparazione, citotossicità e studi di mutagenesi sito-specifica.

CD33 is a myeloid cell surface marker absent on normal hematopoietic stem cells and normal tissues but present on leukemic blasts in 90% of adult and paediatric acute myeloid leukaemia (AML) cases. By virtue of its expression pattern and its ability to be rapidly internalized after antibody binding, CD33 has become an attractive target for new immunotherapeutic approaches to treat AML. In this study two immunoconjugates were constructed to contain a humanised single-chain fragment variable antibody (scFv) against CD33 in order to create new antibody-derived therapeutics for AML. The first immunoconjugate was developed to provide targeted delivery of siRNAs as death effectors into leukemic cells. To this purpose, a CD33-specific scFv, modified to include a Cys residue at its C-terminal end (scFvCD33-Cys), was coupled through a disulphide bridge to a nona-d-arginine (9R) peptide carrying a free Cys to the N-terminal. The scFvCD33-9R was able to completely bind siRNAs at a protein to nucleic acid ratio of about 10:1, as confirmed by electrophoretic gel mobility-shift assay. The conjugate was unable to efficiently transduce cytotoxic siRNA (siTox) into the human myeloid cell line U937. We observed slight reductions in cell viability, with a reduction of 25% in comparison to the control group only at high concentration of siTox (300 nM). The second immunoconjugate was constructed by coupling the scFvCD33-Cys to the type 1 ribosome inactivating protein Dianthin 30 (DIA30) through a chemical linking The resulting immunotoxin scFvCD33-DIA30 caused the rapid arrest of protein synthesis, inducing apoptosis and leading ultimately to cell death. In vitro dose-dependent cytotoxicity assays demonstrated that scFvCD33-DIA30 was specifically toxic to CD33-positive cell U937. The concentration needed to reach 50 % of maximum killing efficiency (EC50) was approximately 0.3 nM. The pronounced antigen-restricted cytotoxicity of this novel agent makes it a candidate for further evaluation of its therapeutic potential.

Valutazione del rilascio ionico in pazienti portatori di protesi di rivestimento d'anca BHR: confronto a lungo termine con artroplastica totale d'anca metallo-metallo

Lo scopo di questo studio è stato quello di determinare se a lungo termine le concentrazioni sieriche di ioni nei pazienti con protesi di rivestimento d’anca metallo-metallo (MOM-HR, metal-on-metal hip resurfacing) fossero differenti da quelle valutate nei pazienti con protesi totale d’anca metallo-metallo e testa del diametro di 28 mm (MOM-THA, metal-on-metal total hip arthroplasty); inoltre è stato valutato se le concentrazioni ioniche fossero al di sopra dei valori di riferimento e se fosse possibile stabilire l’esistenza di una relazione tra sesso e concentrazioni di ioni con riferimento al tipo di impianto. Il gruppo MOM-HR era costituito da 25 pazienti mentre il gruppo MOM-THA era di 16 pazienti. Per poter ricavare i valori di riferimento sono stati reclutati 48 donatori sani. La misurazione delle concentrazioni degli ioni cobalto (Co), cromo (Cr), nickel (Ni) e molibdeno (Mo) è stata effettuata utilizzando la spettrofotometria ad assorbimento atomico su fornace di grafite. A parte il Ni, le concentrazioni di ioni nei pazienti con MOM-HR erano più elevate rispetto ai controlli. Il rilascio di ioni Cr e Co nei pazienti con MOM-HR è risultato superiore rispetto ai soggetti con MOM-THA. Da un’analisi basata sul sesso, è emerso che nelle femmine con MOM-HR i livelli di ioni Cr e Co sono risultati significativamente aumentati rispetto alle femmine con MOM-THA. Indipendentemente dal tipo di impianto, gli accoppiamenti metallo-metallo (MOM) producono concentrazioni di ioni metallici significativamente più alte a follow-up a lungo termine rispetto a quelle osservate nei soggetti sani. Un fattore che deve essere attentamente considerato nella scelta dell’impianto, e in particolar modo nei soggetti giovani, è il cospicuo rilascio di ioni Cr e Co nella popolazione femminile con MOM-HR.

Glycerol oxidehydration to acrylic acid on complex mixed-metal oxides

The project of this Ph.D. thesis is based on a co-supervised collaboration between Università di Bologna, ALMA MATER STUDIORUM (Italy) and Instituto de Tecnología Química, Universitat Politècnica de València ITQ-UPV (Spain). This Ph.D. thesis is about the synthesis, characterization and catalytic testing of complex mixed-oxide catalysts mainly related to the family of Hexagonal Tungsten Bronzes (HTBs). These materials have been little explored as catalysts, although they have a great potential as multifunctional materials. Their peculiar acid properties can be coupled to other functionalities (e.g. redox sites) by isomorphous substitution of tungsten atoms with other transition metals such as vanadium, niobium and molybdenum. In this PhD thesis, it was demonstrated how it is possible to prepare substituted-HTBs by hydrothermal synthesis; these mixed-oxide were fully characterize by a number of physicochemical techniques such as XPS, HR-TEM, XAS etc. They were also used as catalysts for the one-pot glycerol oxidehydration to acrylic acid; this reaction might represent a viable chemical route to solve the important issue related to the co-production of glycerin along the biodiesel production chain. Acrylic acid yields as high as 51% were obtained and important structure-reactivity correlations were proved to govern the catalytic performance; only fine tuning of acid and redox properties as well as the in-framework presence of vanadium are fundamental to achieve noteworthy yields into the acid monomer. The overall results reported herein might represent an important contribution for future applications of HTBs in catalysis as well as a general guideline for a multifaceted approach for their physicochemical characterization.