The availability of new technologies supplied life scientists with large amounts of experimental data. The data sets are large not only in terms of the number of observations, but also in terms of the number of recorded features. One of the aims of modeling is to explain a given phenomenon in possibly the simplest way, hence the need for selection of suitable features. We extended a Monte Carlo-based approach to selecting statistically significant features with discovery of feature interdependencies and used it in modeling sequence-function relationships in proteins. Our approach led to compact and easy-to-interpret predictive models. First, we represented protein sequences in terms of their physicochemical properties. This was followed by our feature selection and discovery of feature interdependencies. Finally, predictive models based on e.g., decision trees or rough sets were constructed. We applied the method to model two important biological problems: 1) HIV-1 resistance to reverse transcriptase-targeted drugs and 2) post-translational modifications of proteins. In the case of HIV resistance, we were not only able to predict whether the mutated protein is resistant to a drug or not, but we also suggested some new, previously neglected, mutations that possibly contribute to drug resistance. For all these mutations we proposed probable molecular mechanisms of action using literature and 3D structure studies. In the case of predicting PTMs, we built high accuracy models of modifications. In comparison to other methods, we were able to resolve whether the closest neighborhood of a residue (the nanomer) is sufficient to determine its modification status. Importantly, the application of our method yields networks of interdependent physicochemical properties of amino acids that show how these properties collaborate in establishing a given modification. We believe that the presented methods will help researchers to analyze a large class of important biological problems and will guide them in their research.

La phosphorylation des protéines constitue l’une des plus importantes modifications post-traductionnelles (PTMs) et intervient dans de multiples processus physiologiques tels, la croissance, la différenciation cellulaire, l’apoptose, etc. En dépit de son importance, l’analyse des phosphoprotéines demeure une tâche difficile en raison de leur nature dynamique (car la phosphorylation des protéines est un processus réversible) et de leur faible abondance relative. En effet, la détermination des sites de phosphorylation est souvent difficile car les phosphopeptides sont souvent difficiles à détecter par des méthodes d’analyse chromatographique classique et par spectrométrie de masse (MS). De récentes études ont démontré que les nombreuses méthodes d’enrichissement de phosphopeptides existantes ne sont pas complètes, et que le nombre total de phosphopeptides détectés ne chevauchent pas complètement ces méthodes. C’est pour cela qu’il existe une nécessité de combler les lacunes des méthodes d’enrichissement existantes afin d’avoir des analyses phosphoprotéomiques plus complètes. Dans cette étude, nous avons utilisé les liquides ioniques (LI), plus particulièrement les sels d’imidazolium, comme une technique d’enrichissement alternative, dans le but de favoriser une extraction sélective de phosphopeptides présents en solution. Les sels d’imidazolium ont donc été utilisés en raison de leurs propriétés physico-chimiques "facilement" ajustables selon la nature des substituants sur le noyau imidazolium et la nature de l’anion. Les sels de monoimidazolium et de bis-imidazolium possédant respectivement des chaînes linéaires à 4, 12 et 16 atomes de carbone et ayant différents anions ont été synthétisés et utilisés pour effectuer des extractions liquide-liquide et solide-liquide des phosphopeptides en solution. Dans un premier temps, des extractions liquide-liquide ont été réalisées en utilisant un liquide ionique (LI) ayant une chaine linéaire de 4 atomes de carbone. Ces extractions réalisées avec le bis(trifluoromethanesulfonyl) amide de 3-butyl-1-methylimidazolium (BMIM-NTf2) et l’hexafluorophosphate de 3-butyl-1-methylimidazolium (BMIM-PF6) n’ont pas montré une extraction notable du PPS comparativement au PN. Dans un deuxième temps, des extractions solide-liquide ont été réalisées en fonctionnalisant des particules solides avec des sels d’imidazolium possédant des chaines linéaires de 12 ou 16 atomes de carbone. Ces extractions ont été faites en utilisant un phosphopentapeptide Ac-Ile-pTyr-Gly-Glu-Phe-NH2 (PPS) en présence de 2 analogues acides non-phosphorylés. Il a été démontré que les sels d’imidazolium à chaine C12 étaient meilleurs pour extraire le PPS que les deux autres peptides PN (Ac-Ile-Tyr-Gly-Glu-Phe-NH2) et PE (Ac-Glu-Tyr-Gly-Glu-Phe-NH2) L’électrophorèse capillaire (CE) et la chromatographie liquide à haute performance couplée à la spectrométrie de masse (LC-MS) ont été utilisées pour quantifier le mélange des trois peptides avant et après extraction ; dans le but de mesurer la sélectivité et l’efficacité d’extraction de ces peptides par rapport à la composition chimique du liquide ionique utilisé. / Protein phosphorylation is one of the most important post-translational modifications because it is involved in multiple physiological processes such as growth, differentiation, apoptosis, etc. Despite its importance, the analysis of phosphoproteins remains a difficult task due to their dynamic nature (phosphorylation of proteins is a reversible process) and their low abundance. Indeed, the determination of phosphorylation sites is difficult because phosphopeptides are often difficult to detect by conventional chromatographic analysis and by mass spectrometric (MS) methods. Recent studies have shown that the existing methods of enrichment of phosphopeptides are not complete, and the total number of phosphopeptides detected does not overlap completely with those detected by these methods. The gaps in existing enrichment methods need to be filled in order to have more complete phosphoproteomic analyses. In the current study, ionic liquids (IL), specifically imidazolium salts, have been used in an alternative enrichment technique with potential for selective extraction of phosphopeptides from solution. Imidazolium salts were chosen because their physicochemical properties are readily adjustable depending on the nature of the substituent attached to the imidazolium core and the counter-anion. Monoimidazolium and bis-imidazolium salts with linear chains having respectively 4, 12, and 16 carbon atoms and with different anions were synthesized and used to carry out liquid-liquid and solid-liquid extractions of a phosphorylated peptide from a solution. At first, liquid-liquid extractions were carried out using an ionic liquid (IL) with a linear chain of 4 carbon atoms. These extractions performed with bis (trifluoromethanesulfonyl) amide 3-butyl-1-methylimidazolium (BMIM-NTf2) and hexafluorophosphate 3-butyl-1-methylimidazolium (BMIM-PF6) did not show a considerable extraction of PPS comparatively to the PN. Secondly, solid-liquid extractions were done by first functionalizing solid-phase particles with the imidazolium salts. The extractions were carried out using the phosphopentapeptide Ac-pTyr-Ile-Gly-Glu-Phe-NH2 (PPS) and its acidic non-phosphorylated analogues. It has been shown that the C12 chain imidazolium salts were better to extract PPS than the other two peptides PN (Ac-Ile-Tyr-Gly-Glu-Phe-NH2) and PE (Ac-Glu-Tyr-Gly-Glu-Phe-NH2). The extraction efficiency of these peptides was estimated by capillary electrophoresis (CE) and high performance liquid chromatography coupled with mass spectrometry (LC-MS).

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T-lymphocytes are an essential cell type of the adaptive immune system. Due to their importance in immune responses and disorders, the molecular mechanisms leading to T-lymphocyte activation have been the subject of extensive research which has translated into important therapeutic developments. Early signalling events involving tyrosine phosphorylation are well characterised. However, later events involving other post-translational modifications are less well understood. Several studies have provided evidence suggesting a role for protein arginine methylation in T-lymphocyte activation. Arginine methylation is an essential post-translational modification in mammals and yet has not been extensively studied. No large scale analysis of arginine methylation sites has been performed. To gain insight into the role of protein arginine methylation in T-lymphocyte activation, the aims of this work were to: 1. Establish whether levels of arginine methylation are altered during Tlymphocyte activation 2. Use mass spectrometry based proteomics to identify arginine methylated proteins in the T-lymphocyte proteome 3. Further characterise an arginine methylated protein important to Tlymphocyte activation Arginine methylation was found to be induced after long term (>20 hours) stimulation of primary T-lymphocytes. Large increases in the main protein arginine methyltransferase, PRMT1, were also observed. Enrichment and labelling methods were developed to detect arginine methylated peptides from T-lymphocytes by mass spectrometry. This resulted in the identification of 265 unique arginine methylation sites in 141 proteins. 204 of the methylation sites were novel and 103 of the proteins had not previously been described as arginine methylated. Individual arginine methylation sites were characterised before and after activation of T-lymphocytes, with some sites showing significant changes in abundance. Among the novel arginine methylated proteins discovered were Dynamin II, WASp and WIPF1. These proteins are involved in re-organisation of the actin cytoskeleton at the immunological synapse formed between a Tlymphocyte and an antigen presenting cell. The functional consequences of the arginine methylation sites inWASp were characterised. WASp is essential for T-lymphocyte activation and some initial evidence showed that one of the arginine methylation sites is important for WASp activation.