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How do circuits in the mammalian cerebral cortex encode properties of the sensory environment in a way that can drive adaptive behavior? This question is fundamental to neuroscience, but it has been very difficult to approach directly. Various computational and theoretical models can explain a wide range of phenomena observed in the primary visual cortex (V1), including the anatomical organization of its circuits, the development of functional properties like orientation tuning, and behavioral effects like surround modulation. However, so far no model has been able to bridge these levels of description to explain how the machinery that develops directly affects behavior. Bridging these levels is important, because phenomena at any one specific level can have many possible explanations, but there are far fewer possibilities to consider once all of the available evidence is taken into account. In this thesis we integrate the information gleaned about cortical development, circuit and cell-type specific interactions, and anatomical, behavioral and electrophysiological measurements, to develop a computational model of V1 that is constrained enough to make predictions across multiple levels of description. Through a series of models incorporating increasing levels of biophysical detail and becoming increasingly better constrained, we are able to make detailed predictions for the types of mechanistic interactions required for robust development of cortical maps that have a realistic anatomical organization, and thereby gain insight into the computations performed by the primary visual cortex. The initial models focus on how existing anatomical and electrophysiological knowledge can be integrated into previously abstract models to give a well-grounded and highly constrained account of the emergence of pattern-specific tuning in the primary visual cortex. More detailed models then address the interactions between specific excitatory and inhibitory cell classes in V1, and what role each cell type may play during development and function. Finally, we demonstrate how these cell classes come together to form a circuit that gives rise not only to robust development but also the development of realistic lateral connectivity patterns. Crucially, these patterns reflect the statistics of the visual environment to which the model was exposed during development. This property allows us to explore how the model is able to capture higher-order information about the environment and use that information to optimize neural coding and aid the processing of complex visual tasks. Using this model we can make a number of very specific predictions about the mechanistic workings of the brain. Specifically, the model predicts a crucial role of parvalbumin-expressing interneurons in robust development and divisive normalization, while it implicates somatostatin immunoreactive neurons in mediating longer range and feature-selective suppression. The model also makes predictions about the role of these cell classes in efficient neural coding and under what conditions the model fails to organize. In particular, we show that a tight coupling of activity between the principal excitatory population and the parvalbumin population is central to robust and stable responses and organization, which may have implications for a variety of diseases where parvalbumin interneuron function is impaired, such as schizophrenia and autism. Further the model explains the switch from facilitatory to suppressive surround modulation effects as a simple by-product of the facilitating response function of long-range excitatory connections targeting a specialized class of inhibitory interneurons. Finally, the model allows us to make predictions about the statistics that are encoded in the extensive network of long-range intra-areal connectivity in V1, suggesting that even V1 can capture high-level statistical dependencies in the visual environment. The final model represents a comprehensive and well constrained model of the primary visual cortex, which for the first time can relate the physiological properties of individual cell classes to their role in development, learning and function. While the model is specifically tuned for V1, all mechanisms introduced are completely general, and can be used as a general cortical model, useful for studying phenomena across the visual cortex and even the cortex as a whole. This work is also highly relevant for clinical neuroscience, as the cell types studied here have been implicated in neurological disorders as wide ranging as autism, schizophrenia and Parkinson’s disease.

For the first time the transcriptional reprogramming of distinct root cortex cells during the arbuscular mycorrhizal (AM) symbiosis was investigated by combining Laser Capture Mirodissection and Affymetrix GeneChip® Medicago genome array hybridization. The establishment of cryosections facilitated the isolation of high quality RNA in sufficient amounts from three different cortical cell types. The transcript profiles of arbuscule-containing cells (arb cells), non-arbuscule-containing cells (nac cells) of Rhizophagus irregularis inoculated Medicago truncatula roots and cortex cells of non-inoculated roots (cor) were successfully explored. The data gave new insights in the symbiosis-related cellular reorganization processes and indicated that already nac cells seem to be prepared for the upcoming fungal colonization. The mycorrhizal- and phosphate-dependent transcription of a GRAS TF family member (MtGras8) was detected in arb cells and mycorrhizal roots. MtGRAS shares a high sequence similarity to a GRAS TF suggested to be involved in the fungal colonization processes (MtRAM1). The function of MtGras8 was unraveled upon RNA interference- (RNAi-) mediated gene silencing. An AM symbiosis-dependent expression of a RNAi construct (MtPt4pro::gras8-RNAi) revealed a successful gene silencing of MtGras8 leading to a reduced arbuscule abundance and a higher proportion of deformed arbuscules in root with reduced transcript levels. Accordingly, MtGras8 might control the arbuscule development and life-time. The targeting of MtGras8 by the phosphate-dependent regulated miRNA5204* was discovered previously (Devers et al., 2011). Since miRNA5204* is known to be affected by phosphate, the posttranscriptional regulation might represent a link between phosphate signaling and arbuscule development. In this work, the posttranscriptional regulation was confirmed by mis-expression of miRNA5204* in M. truncatula roots. The miRNA-mediated gene silencing affects the MtGras8 transcript abundance only in the first two weeks of the AM symbiosis and the mis-expression lines seem to mimic the phenotype of MtGras8-RNAi lines. Additionally, MtGRAS8 seems to form heterodimers with NSP2 and RAM1, which are known to be key regulators of the fungal colonization process (Hirsch et al., 2009; Gobbato et al., 2012). These data indicate that MtGras8 and miRNA5204* are linked to the sym pathway and regulate the arbuscule development in phosphate-dependent manner. / Die Leguminose Medicago truncatula (gehört zur Gattung des Schneckenklees) ist in der Lage sowohl eine Symbiose mit stickstofffixierenden Bakterien (Rhizobien), als auch mit Mykorrhiza-Pilzen einzugehen. Der Mykorrhiza-Pilz Rhizophagus irregularis dringt in die Wurzelrindenzellen ein und bildet Strukturen aus, die als Arbuskeln bezeichnet werden. Diese ermöglichen den Transfer von Nährstoffen, wie Phosphat in die Wurzelzellen. Die Pflanze liefert hingegen bis zu 20 % ihrer Photosyntheseprodukte an den Pilz. Da die Lebenszeit der Arbuskeln nur wenige Tage beträgt, können Wurzelrindenzellen mehrere Arbuskeln nacheinander beherbergen. Somit können neben arbuskelhaltigen, auch nicht-arbuskelhaltige Zellen in kolonisierten Wurzeln auftreten. Die nicht-arbuskelhaltigen Zellen beeinträchtigen die Sensitivität von Genregulationsanalysen, wenn die Genregulation während der Mykorrhiza-Symbiose anhand von ganzen kolonisierten Wurzeln untersucht wird. In dieser Arbeit konnte eine Zelltyp-spezifische Analyse der Genregulation von arbuskelhaltigen und nicht-arbuskelhaltigen Zellen durchgeführt, und eine Erhöhung der Sensitivität erreicht werden. Mittels Laser Capture Microdissection wurden Zellen aus Gefrierschnitten von Wurzeln isoliert. Aus den so gewonnen Zellen konnte RNA von ausreichender Qualität und Quantität extrahiert werden, um das Transkriptom der beiden Zelltypen mittels Mikroarrayhybridisierung zu untersuchen. Transkriptionsfaktoren (TFs) spielen wahrscheinlich eine Schlüsselrolle in der Umprogrammierung von Wurzelzellen während der Mykorrhiza-Symbiose. Daher wurde die Genregulation von TF-Genen in den zwei Zelltypen gezielt untersucht. Anhand von quantitativer RT-PCR und Promoter-Reporter-Fusionen wurde die differentielle Expression von mehreren TF-Transkripten in den verschiedenen Zelltypen bestätigt. Die Charakterisierung eines potentiellen GRAS TF (MtGRAS8) konnte eine stark Symbiose- und Phosphat-abhängige Induktion von Transkripten bestätigt werden. Mutanten mit verringerter MtGras8 Transkriptmenge wiesen eine verringerte Arbuskelzahl und deformierte Arbuskeln auf. MtGras8 scheint daher an der Arbuskelentwicklung beteiligt zu sein. Vorherige Experimente zeigten, dass MtGras8 Transkripte, von der Phosphat-regulierten MikroRNA5204* geschnitten werden (Devers et al., 2011). Dies konnte durch Überexpression der MikroRNA5204* in vivo bestätigt werden. Weiterhin konnten Protein-Protein-Interaktionen von MtGras8 mit bekannten GRAS TFs (NSP1, NSP2, RAM1) nachgewiesen und daraus eine Verbindung zu bekannten Symbiose-induzierten Signalkaskaden geschlossen werden. In dieser Arbeit wurde erstmals die Umprogrammierung von nicht-arbuskelhaltigen Zellen untersucht und neue Regulationselemente für die Kontrolle der Arbuskelentwicklung, wie MtGRAS8 und MikroRNA5204*, charakterisiert.

There are approximately 30 trillion cells in the human body, and nearly every cell has the same genomic sequence. Yet, due to differential gene expression, we have around 200 distinct cell types each with varying functionalities. The cell type specific states are maintained via the binding of multiple regulatory proteins to different locations along the genome in a process known as transcriptional regulation. Additionally, disruptions to the transcriptional regulation process may lead to the development of disease. Hence, uncovering the complex interplay of protein-DNA interactions along the genome is of critical importance. The advent of technologies probing the genomic sequence, as well as the development of powerful computational modeling techniques to relate DNA sequences to molecular phenotype, has enabled the understanding of many molecular processes genome wide. However, these computational methods require significant adaptation to biological systems - to accurately and fully account for the biology behind the molecular processes, as well as the biases associated with the data generating systems and processes. In this thesis, we address three main issues that arise from the use of omics data, more specifically ChIP-seq data, when identifying regulatory proteins along the genome. The first part of the thesis involves the study of the biases and noise associated with ChIP-seq experiments. Each experiment is prone to noise and bias, and as such we propose the use of a customized set of weighted controls, instead of equally weighted controls, for each ChIP-seq experiment in the peak calling process to mitigate the noise and bias. To do this, we implement a peak calling algorithm, called Weighted Analysis of ChIP-seq (WACS), which is an extension of the well-known peak caller MACS2, to incorporate the weighted controls in the peak calling process. We show that our approach assists in a better approximation of the noise distribution in controls, and fundamentally improves our understanding of ChIP-seq signals and their biases. Another aspect we explore in this thesis is the ability to uncover cell type specificity of transcription factor binding from the ChIP-seq data. A transcription factor may bind to various parts of the genome in different cell types, due to modifications in the DNA-binding preferences of the transcription factor, or other mechanisms, such as chromatin accessibility or cooperative binding, thus leading to a "DNA signature" of differential binding. We develop a deep learning approach, called SigTFB (Signatures of TF Binding) and conduct a wide scale analysis of hundreds of transcription factors to identify and quantify the varying degrees of cell type specific DNA signatures of various transcription factors across cell types. We also assess the consistency of cell type specificity for a specific transcription factor when assayed by different antibodies. We show that many transcription factors are indeed cell type specific, while others are more general with lower cell type specificity. Finally, to further explain the biology behind a transcription factor's cell type specificity, or lack that of, we conduct a wide scale motif enrichment analysis of all transcription factors in question. We show that cell type specific transcription factors are typically associated with corresponding differences in motif enrichment and gene expression. Together, these contributions deepen our knowledge of transcription factor binding, and how experimental and cell type specific variations can be uncovered.

L’entérotoxine stable à la chaleur STb est produite par les Escherichia coli entérotoxinogènes (ETEC). Son rôle dans la diarrhée post-sevrage porcine est établi. L’internalisation de STb a été observée dans des cellules épithéliales intestinales humaines et de rat. Cependant, le mécanisme d’internalisation n’est pas totalement compris, particulièrement dans le jéjunum porcin, la cible in vivo de STb. Par la cytométrie en flux, nous avons examiné l’internalisation de STb couplée à un marqueur fluorescent dans les cellules épithéliales intestinales porcines IPEC-J2 et les fibroblastes murins NIH3T3. Nos résultats révèlent que l’internalisation de STb est températureindépendante dans les IPEC-J2 tandis qu’elle est température-dépendante dans les NIH3T3, où la réorganisation de l’actine est aussi nécessaire. Toutefois, les niveaux de sulfatide, le récepteur de STb, sont semblables à la surface des deux lignées. Le sulfatide est internalisé à 37°C de façon similaire entre les deux types cellulaires. La rupture des lipid rafts, les microdomaines membranaires contenant le sulfatide, par la méthyl-βcyclodextrine ou la génistéine, n’affecte pas l’internalisation de STb dans les deux lignées. Notre étude indique que le mécanisme d’internalisation de STb est dépendant du type cellulaire. L’activité de la cellule hôte peut être requise ou non. Le récepteur de STb, le sulfatide, n’est pas directement impliqué dans ces mécanismes. L’internalisation activité cellulaire-dépendante suggère une endocytose, nécessitant la réorganisation de l’actine mais pas les lipid rafts. L’internalisation de STb est donc un processus complexe dépendant du type cellulaire, qu’il apparait plus relevant d’étudier dans des modèles cellulaires représentatifs des conditions in vivo. / Heat-stable enterotoxin b (STb) is one of the toxins produced by enterotoxigenic Escherichia coli (ETEC) and its role in swine post-weaning diarrhea is well established. Internalization of STb in intestinal human and rat epithelial cells has been shown by previous studies. However, the uptake mechanism is still not fully understood, especially in porcine jejunum epithelium, the in vivo STb target. Using flow cytometry, we studied internalization of fluorescently-labelled STb in porcine epithelial intestinal IPEC-J2 and murine fibroblast NIH3T3 cell lines. Our results revealed that STb is internalized in both cell lines. Toxin uptake is not dependent on the temperature in IPEC-J2 cells, whereas it is in NIH3T3 fibroblasts. Actin reorganization is only required for STb internalization in NIH3T3 cells. However, membrane sulfatide, the toxin receptor, is similarly present in both cell lines and similarly internalized with time at 37°C. Disruption of lipid rafts, known to contain sulfatide, with inhibitors (methyl-βcyclodextrin or genistein), did not affect toxin uptake in both cell lines. Altogether, these data indicate that STb internalization mechanisms are cell-type dependent. Moreover, uptake can depend on host cell activity or not. Sulfatide, the toxin receptor, is not directly involved in these mechanisms. Uptake independent on cell activity occurs in porcine intestinal epithelium. The cell activity-dependent uptake suggests an endocytosis, which requires actin rearrangement and is not mediated by lipid rafts. STb internalization is therefore a complex process varying upon cell type, which should preferentially be studied in cellular models representative of in vivo conditions, such as porcine cell lines.

No description available.

L’entérotoxine stable à la chaleur STb est produite par les Escherichia coli entérotoxinogènes (ETEC). Son rôle dans la diarrhée post-sevrage porcine est établi. L’internalisation de STb a été observée dans des cellules épithéliales intestinales humaines et de rat. Cependant, le mécanisme d’internalisation n’est pas totalement compris, particulièrement dans le jéjunum porcin, la cible in vivo de STb. Par la cytométrie en flux, nous avons examiné l’internalisation de STb couplée à un marqueur fluorescent dans les cellules épithéliales intestinales porcines IPEC-J2 et les fibroblastes murins NIH3T3. Nos résultats révèlent que l’internalisation de STb est températureindépendante dans les IPEC-J2 tandis qu’elle est température-dépendante dans les NIH3T3, où la réorganisation de l’actine est aussi nécessaire. Toutefois, les niveaux de sulfatide, le récepteur de STb, sont semblables à la surface des deux lignées. Le sulfatide est internalisé à 37°C de façon similaire entre les deux types cellulaires. La rupture des lipid rafts, les microdomaines membranaires contenant le sulfatide, par la méthyl-βcyclodextrine ou la génistéine, n’affecte pas l’internalisation de STb dans les deux lignées. Notre étude indique que le mécanisme d’internalisation de STb est dépendant du type cellulaire. L’activité de la cellule hôte peut être requise ou non. Le récepteur de STb, le sulfatide, n’est pas directement impliqué dans ces mécanismes. L’internalisation activité cellulaire-dépendante suggère une endocytose, nécessitant la réorganisation de l’actine mais pas les lipid rafts. L’internalisation de STb est donc un processus complexe dépendant du type cellulaire, qu’il apparait plus relevant d’étudier dans des modèles cellulaires représentatifs des conditions in vivo. / Heat-stable enterotoxin b (STb) is one of the toxins produced by enterotoxigenic Escherichia coli (ETEC) and its role in swine post-weaning diarrhea is well established. Internalization of STb in intestinal human and rat epithelial cells has been shown by previous studies. However, the uptake mechanism is still not fully understood, especially in porcine jejunum epithelium, the in vivo STb target. Using flow cytometry, we studied internalization of fluorescently-labelled STb in porcine epithelial intestinal IPEC-J2 and murine fibroblast NIH3T3 cell lines. Our results revealed that STb is internalized in both cell lines. Toxin uptake is not dependent on the temperature in IPEC-J2 cells, whereas it is in NIH3T3 fibroblasts. Actin reorganization is only required for STb internalization in NIH3T3 cells. However, membrane sulfatide, the toxin receptor, is similarly present in both cell lines and similarly internalized with time at 37°C. Disruption of lipid rafts, known to contain sulfatide, with inhibitors (methyl-βcyclodextrin or genistein), did not affect toxin uptake in both cell lines. Altogether, these data indicate that STb internalization mechanisms are cell-type dependent. Moreover, uptake can depend on host cell activity or not. Sulfatide, the toxin receptor, is not directly involved in these mechanisms. Uptake independent on cell activity occurs in porcine intestinal epithelium. The cell activity-dependent uptake suggests an endocytosis, which requires actin rearrangement and is not mediated by lipid rafts. STb internalization is therefore a complex process varying upon cell type, which should preferentially be studied in cellular models representative of in vivo conditions, such as porcine cell lines.

This study aimed to investigate the pharmacology of selected pyrrolobenzodiazepine (PBD) compounds shown to have cytotoxic activity with predicted DNA sequence selectivity. Research focused upon the PBD dimer, SJG-136, selected for clinical trials, and the novel PBD monomer compounds D709119, MMY-SJG and SJG-303. SJG-136, a novel sequence-selective DNA minor groove cross-linking agent, was shown to have potent tumour cell type selective cytotoxicity in in vitro assays. Pharmacokinetic studies in mice via both the i.p. and i.v. route (dosed at the maximum tolerated dose (MTD)) showed that SJG-136 reaches concentrations in plasma well in excess of the in vitro IC50 values for 1 h exposure, and was detected in tumour and brain samples also above the in vitro IC50 values. Furthermore, SJG-136 showed linear pharmacokinetics over a 3-fold drug dose range. Metabolism studies showed SJG-136 is readily metabolised in vitro by hepatic microsomes, predominantly to a monodemethylated metabolite; this metabolite could be detected in vivo. Analytical method development work was also conducted for the imminent Phase I clinical trial of SJG-136 resulting in a sensitive and selective bio-analytical detection protocol. Comet analysis showed that SJG-136 dosed at the MTD and ⅓MTD causes significant interstrand DNA cross-linking in lymphocytes in vivo. In vitro studies demonstrated that SJG-136 localises within the cell nucleus, and acts to disrupt cell division via a G2/M block in the cell cycle at realistic concentrations and exposure times that are achievable in vivo. In vivo pharmacokinetic studies of D709119 showed the compound is easily detectable in mouse plasma following i.p. dosing at the MTD, but could not be detected in either tumour or brain samples. In vitro cytotoxicity studies revealed D709119 to have potent activity across a selection of tumour cell lines. SJG-136, D709119, MMY-SJG, SJG-303 and DC-81 demonstrated a non-enzyme-catalysed reactivity with the biologically relevant thiol, reduced glutathione (GSH). Studies demonstrated that reactivity of the PBD compounds toward GSH was dependent on GSH concentrations. At levels of GSH found in plasma, the PBD compounds showed considerably lower reactivity with GSH than at intracellular GSH levels. SJG-136 and D709119 also showed favourable pharmacokinetic profiles in mice, and warrant further study for anti-tumour activity in vivo and progression to use in patients.

No description available.