Extracting information from a stack of data is a tedious task and the scenario is no different in proteomics. Volumes of research papers are published about study of various proteins in several species, their interactions with other proteins and identification of protein(s) as possible biomarker in causing diseases. It is a challenging task for biologists to keep track of these developments manually by reading through the literatures. Several tools have been developed by computer linguists to assist identification, extraction and hypotheses generation of proteins and protein-protein interactions from biomedical publications and protein databases. However, they are confronted with the challenges of term variation, term ambiguity, access only to abstracts and inconsistencies in time-consuming manual curation of protein and protein-protein interaction repositories. This work attempts to attenuate the challenges by extracting protein-protein interactions in humans and elicit possible interactions using associative rule mining on full text, abstracts and captions from figures available from publicly available biomedical literature databases. Two such databases are used in our study: Directory of Open Access Journals (DOAJ) and PubMed Central (PMC). A corpus is built using articles based on search terms. A dataset of more than 38,000 protein-protein interactions from the Human Protein Reference Database (HPRD) is cross-referenced to validate discovered interactive pairs. A set of an optimal size of possible binary protein-protein interactions is generated to be made available for clinician or biological validation. A significant change in the number of new associations was found by altering the thresholds for support and confidence metrics. This study narrows down the limitations for biologists in keeping pace with discovery of protein-protein interactions via manually reading the literature and their needs to validate each and every possible interaction.

Thesis advisor: Abhishek Chatterjee / The study of protein structure and function has advanced significantly with the development of genetic code expansion (GCE) technology for the incorporation of noncanonical amino acids (ncAAs), revolutionizing synthetic biology by enabling the introduction of novel functionalities into proteins. Within eukaryotic systems, these advancements have paved the way for deeper investigations into complex protein functions critical to human biology and have spurred the development of innovative biotherapeutic solutions.The work described within this dissertation has aimed to further advance various applications of mammalian GCE. This includes the construction of next-generation homogenous antibody-drug conjugates (ADCs) both using a genetically encoded photocaged cysteine and with a dual incorporation system for the construction of a dual-drug conjugate. Multiple new platforms were developed for the incorporation of two or even three ncAAs within a single protein, utilizing a novel aaRS/tRNA pair and evolved hyper-efficient tRNAs. GCE-enabled precise protein modification was also utilized to spectroscopically study the conformational dynamics of dimeric EGFR. Additionally, platforms were established for the precise installation of post-translational modification (PTM) mimics within mammalian proteins, allowing for their programmed activation. Finally, an innovative strategy for the study of protein-protein interactions using genetically encoded photocrosslinkers was developed. Collectively, these efforts have contributed to the development of novel tools for studying protein function in mammalian cells and advancing the creation of new biotherapeutics through GCE technology. / Thesis (PhD) — Boston College, 2024. / Submitted to: Boston College. Graduate School of Arts and Sciences. / Discipline: Chemistry.

There is currently a large increase in the speed of production of DNA sequence data as next generation sequencing technologies become more widespread. As such there is a need for rapid computational techniques to functionally annotate data as it is generated. One computational method for the functional annotation of protein-coding genes is via detection of interaction partners. If the putative partner has a functional annotation then this annotation can be extended to the initial protein via the established principle of “guilt by association”. This work presents a method for rapid detection of functional interaction partners for proteins through the use of the comparative method. Functional links are sought between proteins through analysis of their patterns of presence and absence amongst a set of 54 eukaryotic organisms. These links can be either direct or indirect protein interactions. These patterns are analysed in the context of a phylogenetic tree. The method used is a heuristic combination of an established accurate methodology involving comparison of models of evolution the parameters of which are estimated using maximum likelihood, with a novel technique involving the reconstruction of ancestral states using Dollo parsimony and analysis of these reconstructions through the use of logistic regression. The methodology achieves comparable specificity to the use of gene coexpression as a means to predict functional linkage between proteins. The application of this method permitted a genome-wide analysis of the human genome, which would have otherwise demanded a potentially prohibitive amount of computational resource. Proteins within the human genome were clustered into orthologous groups. 10 of these proteins, which were ubiquitous across all 54 eukaryotes, were used to reconstruct a phylogeny. An application of the heuristic predicted a set of functional protein interactions in human cells. 1,142 functional interactions were predicted. Of these predictions 1,131 were not present in current protein-protein interaction databases.

Receptor proteins on the surfaces of cells equip them to communicate with each other and to sense and interact with their environment. One receptor family, the αβ T-cell receptors (TCRs), allow T lymphocytes to detect and respond to pathogens via interactions with antigen-presenting major histocompatibility complex (MHC) molecules on target cells. A degree of TCR cross-reactivity (e.g. through structural similarity between peptide-MHC (pMHC) complexes) is essential to account for all possible pathogens, but can also lead to the misinterpretation of self antigens as foreign, and thereby elicit an autoimmune response, resulting in diseases such as multiple sclerosis (MS). Structural studies of pMHC and TCR-pMHC complexes have been key to developing of an understanding of the molecular basis of TCR cross reactivity, and the first strand of this thesis describes attempts to express and purify a highly cross-reactive MS patient-derived TCR for structural characterisation. The formation, purification and crystallisation of a TCR-self pMHC complex including another autoreactive TCR is also described. Another family of receptors, the fibronectin leucine-rich transmembrane proteins (FLRTs), has been implicated in roles in embryonic development including cell sorting and adhesion. In the second strand of this thesis, the nature of homotypic interactions between FLRTs, which may underlie adhesion between FLRT transfected cells, is investigated. Biophysical analyses demonstrate that these interactions may be mediated by the extracellular leucine-rich repeat (LRR) domain, and crystal structures of all three FLRT LRR domains suggest how interactions between them may underlie FLRT self-association at the cell surface. Residues which contribute to these interactions are conserved across different members of the FLRT family and different species. These findings confirm that FLRTs induce homotypic cell-cell adhesion, and suggest that this behaviour is mediated by self association at the cell surface via the LRR domain.

La leucémie lymphoïde représente environ 30% des cas de cancer chez l’enfant. Elle est souvent causée par des réarrangements chromosomiques impliquant des gènes encodant des facteurs de transcription, qui contrôlent des programmes génétiques complexes. Par exemple, LMO2 (LIM-only 2) est un facteur de transcription oncogénique fréquemment exprimé de façon aberrante dans les leucémies lymphoblastiques aigues des cellules T (T-ALL). Dans l’hématopoïèse normale, LMO2 est essentiel à la génération des cellules souches hématopoïétiques à l’origine de toutes les cellules sanguines. D’ailleurs, certaines cellules leucémiques possèdent des propriétés normalement réservées aux cellules souches hématopoïétiques. Ainsi, l’étude de la fonction de LMO2 dans les cellules souches hématopoïétiques peut être pertinente autant dans le contexte hématopoïétique normal que leucémique. Afin de mettre en évidence de nouvelles fonctions moléculaires pour LMO2, j’ai choisi d’identifier les protéines qui s’y associent. En plus de ses partenaires connus, j’ai identifié plusieurs protéines de transcription/remodelage de la chromatine, en accord avec son rôle transcriptionnel. Plusieurs nouvelles fonctions potentielles ont été révélées, indiquant que cette protéine adaptatrice pourrait faire partie de complexes non transcriptionnels, régulant d’autres processus cellulaires. Les oncogènes comme LMO2 pourraient être des régulateurs à large spectre. Particulièrement, j’ai identifié des interactions entre LMO2 et des protéines de réplication de l’ADN. J’ai montré que LMO2 contrôle la réplication de l’ADN dans les cellules hématopoïétiques, et possiblement durant la leucémogenèse, indépendamment de son rôle transcriptionnel. Ensemble, ces études ont donc permis de révéler de nouvelles fonctions pour LMO2, et pourraient servir de paradigme pour d’autres facteurs de transcription oncogéniques, particulièrement aux autres protéines de la famille LMO, qui sont aussi des oncogènes puissants. / Lymphoid leukemia represents about 30% of childhood cancer cases. It is often caused by chromosomal rearrangements involving genes coding for transcription factors, controlling complex genetic programs. As an example, the oncogenic transcription factor LMO2 (LIM-only 2) is often aberrantly expressed in T cell acute lymphoblastic leukemia (T-ALL). In normal hematopoiesis, LMO2 is essential for the generation of hematopoietic stem cells that give rise to all blood cells. Moreover, some leukemic cells possess properties normally reserved to hematopoietic stem cells. Thus, studying the role of LMO2 in hematopoietic stem cells could be relevant to the contexts of normal hematopoiesis and leukemogenesis. To reveal new molecular functions for LMO2, I chose to identify its associated proteins. In addition to its known protein partners, I identified many proteins involved in transcription/chromatin remodeling, in agreement with its transcriptional role. In addition, several new potential functions have been revealed, indicating that this scaffold protein could be part of non-transcriptional protein complexes, regulating different cell processes. Oncogenes like LMO2 could be master regulators in normal hematopoietic and leukemic cells. Particularly, I identified protein-protein interactions between LMO2 and DNA replication proteins. I demonstrated that LMO2 controls S phase progression in hematopoietic cells, independently of its association in transcriptional complexes. LMO2 overexpression in mice induces T-ALL and affects specifically the cell cycle status of thymocyte progenitors, which are targets of transformation by LMO2. Thus, LMO2 promotes DNA replication in hematopoietic cells, and possibly in leukemogenesis. Together, these studies allowed to reveal new functions for LMO2, and could serve as a paradigm for other oncogenic transcription factors, especially for other LMO proteins which are all potent oncogenes.

Cytochromes P450 are diverse group of heme enzymes found in most species on Earth. In humans they are involved in metabolism of foreign compounds or steroids, bacteria employ cytochromes P450 for utilization of various hydrophobic substrates. General reaction catalyzed by cytochromes P450 is monooxygenation, when one atom of oxygen molecule is introduced into the substrate, while the other is reduced producing water. NADPH:cytochrome P450 oxidoreductase or cytochrome b5 usually serves as an electron donor providing electrons needed for activation of oxygen in eukaryotic organisms, in bacteria small FeS proteins or flavoproteins are these electron donors. It was shown earlier that bacterial electron donor flavodoxin could also interact with human cytochromes P450 in vitro. This thesis employs molecular modeling techniques to support a hypothesis that flavodoxin is responsible for reduction of human (1A2, 2A6, 2A13, 2C9, 2C19, 3A4) and bacterial (101A1 a 176A1) cytochromes P450 heterologously expressed in Escherichia coli. An initial guess of possible mutual orientations of cytochrome P450 and flavodoxin was predicted using information-driven protein-protein docking. The stability of these complexes was examined by directed dissociation method. The most stable orientation for each cytochrome P450 was further...

L’étude des transitions structurales dans les protéines est d’un intérêt crucial car ces transformations sont impliquées dans de nombreux processus biologiques essentiels. De tels phénomènes structuraux peuvent être à l’origine de propriétés remarquables dans les protéines flexibles ou désordonnées, propriétés difficilement accessibles par les techniques structurales usuelles. Le marquage de spin couplé à la spectroscopie de résonance paramagnétique électronique (RPE) est une technique bien adaptée pour l’étude de ces transitions structurales. L’insertion d’un radical nitroxyde sur une cystéine, naturelle ou introduite par mutagenèse dirigée, située à un endroit clé de la protéine permet d’obtenir des informations locales sur les changements structuraux éventuels provoqués par l’ajout d’un partenaire.Cette technique a été appliquée à deux systèmes biologiques comportant un degré de flexibilité différent. La flexibilité de la protéine chaperon NarJ, intervenant dans la biogenèse du complexe Nitrate Réductase de la bactérie Escherichia coli, a été étudiée en présence de son peptide partenaire. Ces études ont permis d’une part de déterminer le site d’interaction et d’autre part, de montrer que l’association des deux partenaires entraîne un verrouillage dans une conformation préférentielle de NarJ. Le deuxième sujet d’étude est la protéine CP12 de Chlamydomonas reinhardtii, intervenant dans la régulation d’un complexe supramoléculaire du cycle de Calvin. La CP12 s’apparente à une protéine intrinsèquement désordonnée, ayant la particularité de posséder des cystéines naturelles et fonctionnelles. Le marquage classique a permis de mettre en évidence un nouveau rôle de son partenaire et de montrer que la CP12 garde un caractère désordonné dans le complexe. Par ailleurs, cette protéine a servi de système d’étude pour développer une nouvelle stratégie de marquage sur Tyrosine et démontrer sa faisabilité. / The study of structural transitions in proteins is of crucial interest because these transformations are involved in many biological processes. Such structural phenomena can be the source of remarkable properties in flexible or disordered proteins, properties hardly accessible by conventional structural techniques. Site-directed spin labeling combined with electron paramagnetic resonance spectroscopy (EPR) is a technique well suited for the study of these structural transitions. The insertion of a nitroxide reagent on a cysteine, natural or introduced by site-directed mutagenesis, located in a key position of a protein provides local information on possible structural changes induced by the addition of a partner. This technique was applied on two biological systems with a different degree of flexibility. The flexibility of NarJ, a chaperon protein involved in the biogenesis of the complex nitrate reductase of Escherichia coli was studied in the presence of its peptide partner. These studies enabled us to determine the interaction site and to show that the association of the two partners induced a locked conformation of NarJ. The second system is the CP12 protein of Chlamydomonas reinhardtii, involved in the regulation of a supramolecular complex of the Calvin cycle. CP12 shares some similarities with the intrinsically disordered protein but having natural and functional cysteines. The conventional labeling allowed us to highlight a new role of its partner and to demonstrate that CP12 remains disordered in the complex. Moreover, this protein was used as a model system to develop a new labeling strategy on tyrosine and to demonstrate its feasibility.

Hydrogen bonds are directional, non-covalent interactions between hydrogen and electronegative atoms. Although generally weak, these interactions are critical to the stability of many biological systems including proteins and DNA. This dissertation explores small molecules in which an intramolecular hydrogen bond is the key determinant of conformation. Chapter 1 introduces the protein Grb2 SH3C, details its role in cancer signalling, and delineates the idea of peptidomimetics—small molecules which are functionalized to mimic the structure of a peptide and disrupt protein-protein interactions. Chapter 2 describes a virtual screen for binders to Grb2 SH3C. From a library of 6.3 million compounds, 34 were tested in vitro and two found to bind to the protein in two orthogonal assays. Chapter 3 describes mimics of the polyproline II helix using a benzoylurea scaffold. A small library of these compounds was synthesized and tested for binding to Grb2 SH3C using SPR, a competition assay, and NMR. Chapter 4 describes attempts to mimic a 310 helix using benzamide-based peptidomimetics. The synthesis and in vitro evaluation of these molecules as ligands of Grb2 SH3C is described. Chapter 5 uses quantum chemical calculations to assess the energies of a series of molecular switches. These calculations benchmark a range of modern density functional theory calculations, and attempt to quantify the accuracy of these methods for a large, flexible system. The role of solvation, entropy, geometry, and torsional angles are assessed in accurately calculating the energies of the critical hydrogen bonds.

Intracellular transport is provided by two major types of molecular motors kinesins and cytoplasmic dynein. Kinesin-1 is a molecular motor that transports molecules and organelles along microtubule tracks anterogradely. Specific protein-protein interactions are required to activate kinesin-1 as the free kinesin exist in an autoinhibited state. The activation of kinesin-1 induces its conformational change, enables microtubule binding and ATP hydrolysis necessary for the directional cargo transport. HDAC6 is a multifunctional protein composed of several domains. It plays an important role in many microtubule dependent processes as HDAC6 is a major tubulin deacetylase. It has been shown that HDAC6 manipulation (inhibition/genetic ablation) affects transport along microtubules but the exact mechanisms are unknown. The effect can be caused either by deacetylation microtubules or direct interaction with molecular motors. This thesis is focused on characterization of interactions between kinesin-1 and HDAC6 that have not been described so far. To this end, we expressed and purified various constructs of kinesin-1 and HDAC6 and tested their interactions by microscale thermophoresis (MST) and hydrogen deuterium exchange (HDX) to determine affinity and interaction sites, respectively. MST data revealed that...

O Transtorno de Déficit de Atenção e Hiperatividade (TDAH) é a doença do neurodesenvolvimento mais comum na infância, afetando cerca de 5,8% de crianças e adolescentes no mundo. Muitos estudos vêm tentando investigar a suscetibilidade genética em TDAH, mas sem muito sucesso. Este estudo teve como objetivo analisar variantes raras e comuns contribuindo para a arquitetura genética do TDAH. Foram gerados os primeiros dados de exoma de TDAH de 30 trios brasileiros em que o filho foi diagnosticado com TDAH esporádico. Foram analisados tanto variações de único nucleotídeo (ou SNVs, single-nucleotide variants) quanto variações de número de cópias (ou CNVs, copy-number variants), tanto nesses trios quanto em outros conjuntos de dados, incluindo uma amostra brasileira de 503 crianças/adolescentes controles, bem como resultados previamente publicados em quatro estudos com variação de número de cópias e uma meta-análise de estudos de associação ao longo do genoma. Tanto os trios quanto os controles fazem parte da Coorte de Escolares de Alto Risco para o desenvolvimento de Psicopatologia e Resiliência na Infância do Instituto Nacional de Psiquiatria do Desenvolvimento (INPD). Os resultados de trios brasileiros mostraram três padrões marcantes: casos com variações herdadas e somente SNVs de novo ou CNVs de novo, e casos somente com variações herdadas. Embora o tamanho amostral seja pequeno, pudemos ver que diferentes comorbidades são mais frequentes em casos somente com variações herdadas. Após explorarmos a composição de variações nos probandos brasileiros, foram selecionados genes recorrentes entre amostras do nosso estudo ou em bancos de dados públicos. Além disso, usando somente genes expressos no cérebro (amostras pós-mortem dos projetos Brain Atlas e Genotype-Tissue Expression), construímos uma rede de interação proteína-proteína \"in silico\" com interações físicas confirmadas por pelo menos duas fontes. Análises topológicas e funcionais dos genes da rede mostraram genes relacionados a sinapse, adesão celular, vias glutamatérgicas e serotonérgicas, o que confirma achados de trabalhos independentes na literatura indicando ainda novos genes e variantes genéticas nessas vias. / Attention-Deficit/Hyperactivity Disorder (ADHD) is the most common neuro-developmental disorder in children, affecting 5.8% of children and adolescents in the world. Many studies have attempted to investigate the genetic susceptibility of ADHD without much success. The present study aimed to analyze rare and common variants contributing to the genetic architecture of ADHD. We generated exome data from 30 Brazilian trios where the children were diagnosed with sporadic ADHD. We analyzed both single-nucleotide variants (SNVs) and copy-number variants (CNVs) in these trios and across multiple datasets, including a Brazilian sample of 503 children/adolescent controls from the High Risk Cohort Study for the Development of Childhood Psychiatric Disorders, and also previously published results of four CNV studies of ADHD involving children/adolescent Caucasian samples. The results from the Brazilian trios showed 3 major patterns: cases with inherited variations and de novo SNVs or de novo CNVs and cases with only inherited variations. Although the sample size is small, we could see that various comorbidities are more frequent in cases with only inherited variants. After exploring the rare variant composition in our 30 cases we selected genes with variations (SNVs or located in CNV regions) in our trio analysis that are recurrent in the families analyzed or in public data sets. Moreover, using only genes expressed in brain (post-mortem samples from Brain Atlas and The Genotype-Tissue Expression project), we constructed an in silico protein-protein interaction (PPI) network, with physical interactions confirmed by at least two sources. Topological and functional analyses of genes in this network uncovered genes related to synapse, cell adhesion, glutamatergic and serotoninergic pathways, both confirming findings of previous studies and capturing new genes and genetic variants in these pathways.