Deep Learning techniques are widely used across various medical imaging applications. However, they are often fine-tuned for a specific modality and are not generalizable when it comes to new modalities or datasets. One of the main reasons for this is large data variations for e.g., the dynamic range of intensity values is large across multi-modal images. The goal of the project is to develop a method to address multi-modal learning that aims at segmenting liver from Computed Tomography (CT) images and abdominal organs from Magnetic Resonance (MR) images using deep learning techniques. In this project, a self-supervised approach is adapted to attain domain adaptation across images while retaining important 3D information from medical images using a simple 3D-UNet with a few auxiliary tasks. The method comprises of two main steps: representation learning via self-supervised learning (pre-training) and fully supervised learning (fine-tuning). Pre-training is done using a 3D-UNet as a base model along with some auxiliary data augmentation tasks to learn representation through texture, geometry and appearances. The second step is fine-tuning the same network, without the auxiliary tasks, to perform the segmentation tasks on CT and MR images. The annotations of all organs are not available in both modalities. Thus the first step is used to learn general representation from both image modalities; while the second step helps to fine-tune the representations to the available annotations of each modality. Results obtained for each modality were submitted online, and one of the evaluations obtained was in the form of DICE score. The results acquired showed that the highest DICE score of 0.966 was obtained for CT liver prediction and highest DICE score of 0.7 for MRI abdominal segmentation. This project shows the potential to achieve desired results by combining both self and fully-supervised approaches.

Hepatitis E virus (HEV) is a major cause of enterically transmitted acute viral hepatitis in developing countries that lack proper hygienic infrastructure. Hepatitis E is globally distributed and has emerged as an important public health disease in both developing and industrialized countries. HEV is a non-enveloped virus carrying a single-stranded positive-sense RNA genome of approximately 7.200 bp in length. The life cycle of HEV is poorly understood due to the lack of an efficient cell culture system. Animal model systems, including non-human primates, swine, and chickens are being used to study some fundamental aspects of the HEV biology. Recently, novel animal strains of rat and rabbit HEV have been discovered, and whose usage as animal model systems needs to be established. HEV infections in pigs and chickens provide excellent model systems to study the replication and pathogenesis aspects of HEV. Recently, we identified a hypervariable region (HVR) in the open reading frame 1 (ORF1) of HEV. The objectives of this dissertation were to utilize chicken and swine model systems to study the role of HVR in HEV infection in vivo, to determine the effects of HVR on replication of HEV in vitro, and to analyze the effect of exchange of HVR among different genotypes on the replication-competency and virion production in vitro. Extensive sequence variability in the HVR among HEV strains of different genotypes prompted us to study the dispensability of this region. Initially we constructed two partial deletion mutants of genotype 1 human HEV, hHVRd1 and hHVRd2, with in-frame deletion of amino acids (aa) 711 to 777 and 747 to 761 in the HVR of a sub-genomic GFP HEV replicon. Expression of enhanced green fluorescent protein by the mutant hHVRd2 confirmed the dispensability of amino acid residues 747-761 of the HVR. To confirm our in vitro results, specific-pathogen-free (SPF) chickens were intra-hepatically inoculated with capped RNA transcripts from three avian HEV HVR-deletion mutants: mutants aHVRd1 (Δ557-585), aHVRd2 (Δ612-641), and aHVRd3 (Δ557-641). Chickens intra-hepatically inoculated with the mutants, aHVRd1 and aHVRd2, developed active viral infection as evidenced by seroconversion, viremia, and fecal virus shedding. Mutant aHVRd3, with a larger HVR deletion, was apparently attenuated in chickens. Additionally, we used the swine model system to further verify our results from the chicken study. The infectivity of four genotype 3 swine HEV HVR-deletion mutants, sHVRd1 (Δ712-790), sHVRd2 (Δ722-781), sHVRd3 (Δ735-765), and sHVRd4 (Δ712-765) constructed using the genotype 3 swine HEV as the backbone was determined in SPF pigs. Pigs intra-hepatically inoculated with capped RNA transcripts from the mutants sHVRd2, sHVRd3, and sHVRd4 developed active viral infection, whereas mutant sHVRd1 (Δ712-790), with a nearly complete HVR deletion, exhibited an attenuation phenotype. The data from these studies indicate that deletions in HVR do not abolish HEV infectivity in vitro or in vivo, although evidence for attenuation was observed for HEV mutants with a larger or nearly complete HVR deletion. To further elucidate the role of HVR in HEV replication, we investigated the effects of serial amino acid deletions in HVR on the replication of HEV. We first constructed a genotype 1 human HEV luciferase replicon by replacing the ORF2 gene that encodes for the capsid protein with the fire fly luciferase reporter gene. Using the backbone of human HEV genotype 1 luciferase replicon, we constructed a series of HVR-deletion mutants with deletions of variable lengths in the HVR. Amino acid deletions Δ711-725, 711-740 and Δ711-750 were engineered at the N-terminus, deletions Δ729-754, Δ721-766, and Δ716-771 were engineered in the central region, and deletions Δ761-775, Δ746-775, and Δ736-775 were engineered at C-terminus of the HVR. The effects of these serial deletions on HEV RNA replication in the human liver carcinoma cell line, Huh7, were examined. Replication levels of mutants carrying these deletions were compared with that of the wild-type HEV in Huh7 cells. We observed that deletions in the HVR did not abolish viral RNA synthesis but substantially reduced the replication levels of viral RNA, as measured by the reporter luciferase activity. To further verify the effects of HVR deletions on viral RNA replication as observed with the genotype 1 human HEV replicon, we subsequently used a genetically-distinct strain of HEV, avian HEV, and constructed an avian HEV sub-genomic luciferase replicon by substituting the ORF2 gene of avian HEV with the fire fly luciferase gene. Avian HEV HVR-deletion mutants Δ557-603, Δ566-595, and Δ573-587 were then engineered using the backbone of avian HEV luciferase replicon. The replication efficiency of the three deletion mutants of avian HEV in chicken liver hepatoma cell line, LMH, was evaluated. Compared with the wild-type avian HEV, the viral RNA synthesis of the avian HEV HVR-deletion mutants was considerably reduced by the HVR deletions. To analyze the impact of the complete HVR deletion on avian HEV infectivity, we constructed an avian HEV mutant with a deletion of the entire HVR region (aaΔ557-603) using the avian HEV infectious cDNA clone as the backbone. After confirming the viability of the complete HVR-deletion mutant in LMH cells, SPF chickens were intrahepatically inoculated with capped RNA transcripts generated from the mutant. None of the chickens inoculated with the complete HVR-deletion mutant showed evidence of HEV infection, indicating that drastic reduction in replication levels due to complete HVR deletion has resulted in the loss of virus infectivity. The results indicated that HVR may have critical residues that may interact with viral/and or host factors and modulate the replication efficiency of HEV. In the final part of the dissertation research, we sought to determine if the variable sequences of HVR are genotype-specific for in vitro virus replication. By using the genotype 1 human HEV as the backbone, we swapped the HVR of genotype 1 human HEV with the HVRs of the genotype 3 swine HEV and the distantly-related avian HEV to construct two inter-genotypic chimeras, pSKHEV2-Sw and pSKHEV2-Av. Similarly, by using the genotype 3 swine HEV as the backbone, the HVR of genotype 3 swine HEV was swapped with the HVR of genotype 1 human HEV to construct the chimera, pSHEV3-Hu. The viability of these chimeras was tested in Huh7 cells that are permissive for HEV replication. Immunofluorescence assay (IFA) with anti-HEV antibodies revealed that all the three chimeras were replication-competent in Huh7 cells. The infectivity of these chimeras was subsequently evaluated in HepG2 cells. The results showed that exchange of the HVR between different genotypes of mammalian HEVs does not abolish the replication competency and infectivity of HEV. This finding suggests that HVR is not genotype-specific with respect to viral replication and infectivity. The absence of detectable viral antigen in HepG2 cells infected with chimera pSKHEV2-Av suggested a functional incompatibility of the HVR of avian HEV in the mammalian HEV genome. In summary, we identified a highly variable sequence, HVR, in the ORF1 of the HEV genome, and the sequences of the HVR vary significantly among HEV strains of different genotypes. We found that the HVR contain sequences that are dispensable for virus infectivity both in vitro and in vivo. Deletion analysis of HVR revealed that the region may play a role in modulating the replication efficiency of HEV RNA by interacting with viral and/or host factors. Finally, we demonstrated that HVR is not genotype-specific for virus replication and the region can be functionally replaced between mammalian HEV genotypes for virus replication and virion production in vitro. The results from this dissertation research have important implications for better understanding the biology and mechanism of HEV replication and may aid in our efforts to eventually develop a modified live-attenuated vaccine against HEV. / Ph. D.

Langlebige Gedächtnis-CD4 T Lymphozyten spielen eine entscheidende Rolle für die Bildung, Erhaltung und Reaktivierung anderer Gedächtnislymphozyten. Im Verlauf einer Immunreaktion wandern einige antigen-erfahrene CD4 T Zellen aus den sekundär lymphoiden Organen (SLO) ins Knochenmark (KM), wo sie als professionelle Gedächtnis-CD4 T Zellen ruhen und überdauern. Es ist jedoch weitgehend unverstanden wie die Vorläuferzellen in SLO gebildet werden. Der erste Teil dieser Arbeit identifiziert aktivierte CD49b+T-bet+/CXCR3+ CD4 T Zellen der Milz als Vorläuferzellen von KM-Gedächtnis-CD4 T Zellen. Der zweite Teil der Arbeit zeigt, dass die Vorläuferzellen nach einer verstärkten Zellproliferation und längerer kognitiver Interaktion mit dendritischen Zellen während der späten Aktivierungsphase der primären Immunantwort entstehen. Die Behandlung mit einem Zytostatikum oder die späte Blockade des kostimulatorischen CD28/B7-Signalweges verhindert wiederum deren Generierung. Fluoreszenzfarbstoffmarkierungsexperimente zeigen, dass mit zunehmender Zellteilung die Expression des Chemokinrezeptors CCR7 in den Vorläuferzellen verringert ist und die Expression des Zytokinrezeptors IL-2Rb erhöht ist. CCR7 ist für die Persistenz in der T-Zellzone von SLO entscheidend, sowie IL-2Rb für das langfristige Überleben der Zellen. Der dritte Teil dieser Arbeit untersucht die Rolle von B Zellen für die Etablierung des CD4 T-Zellgedächtnisses im KM. B Zellen wirken sich in der frühen Phase einer Immunantwort negativ auf die Akkumulation von Gedächtnis CD4 T Vorläuferzellen im KM aus, beeinflussen jedoch nicht die Proliferation von aktivierten CD4 T Zellen in der Milz während der Aktivierungsphase. Die Ergebnisse dieser Arbeit liefern neue Einblicke in die Generierung von Gedächtnis CD4 T Zellen des KM, die für neue Ansätze zur therapeutischen Stärkung des Immungedächtnisses im Rahmen von Impfungen oder dessen Ablation bei Autoimmunerkrankungen beitragen können. / Long-lived memory CD4 T lymphocytes play a crucial role in the generation, maintenance and reactivation of other memory lymphocytes. During an immune reaction, some antigen-experienced CD4 T cells relocate from secondary lymphoid organs (SLOs) to the bone marrow (BM) and reside and rest there as professional memory CD4 T cells. However, it remains elusive how the precursors of BM memory CD4 T cells are generated in SLOs. The first part of this thesis identifies splenic CD49b+T-bet+/CXCR3+ activated CD4 T cells as the precursors of BM memory CD4 T cells. The second part of this thesis describes that precursors of BM memory CD4 T cells are generated following enhanced cell proliferation and prolonged cognate interactions with dendritic cells (DCs) during the late activation phase of a primary immune response. Treatment with a cytostatic drug or blockage of the CD28/B7 costimulatory pathway in the late activation phase in turn abrogates the generation of precursors of BM memory CD4 T cells. Fluorescent-dye labeling experiments demonstrate that the more CD49b+CXCR3+ activated CD4 T cells divide, the more they lose the expression of CCR7, a chemokine receptor crucial for the persistence in the T cell zone of SLOs, and gain the expression of IL-2Rb, a cytokine receptor crucial for long-term survival. The third part of this thesis investigates the role of B cells for the establishment of resting CD4 T cell memory in the BM. B cells negatively impact the accumulation of memory CD4 T cell precursors in the BM during the early phase of an immune response but do not affect the cell division of activated CD4 T cells in the spleen during the activation phase. In sum, the results obtained in this thesis provide new insight into the generation of BM memory CD4 T cells that may help for the therapeutic strengthening of immune memory in the context of vaccination or its abolishment within the scope of autoimmune diseases.

Die histologische Diagnostik stellt in der Hämatologie und Onkologie die Voraussetzung einer differenzierten Therapie dar. Minimal-invasive Eingriffe mittels sonographisch-gesteuerter Punktion zur Gewinnung von zytologischen oder histologischen Material bedeutet sowohl einen zeitlichen Gewinn, als auch eine Herabsetzung des Risikos eines operativen Eingriffs. Mit dem gewonnenen Gewebe werden auch immunhistologische Untersuchungen möglich, die z.B. bei Non-Hodgkin Lymphomen notwendig sind. Zur intensiven Polychemotherapie bei malignen Erkrankungen werden oft zentral-venöse Katheter bzw. Port-Anlagen in große Venen eingeführt. Die Komplikationen und deren Management werden aufgezeigt und diskutiert. Eine sonographisch-gesteuerte Venenpunktionstechnik stellt eine Methode dar, die für die Patienten einen risikoarmen und schnelleren Weg bedeuten und als neu-entwickelte Ein-Personen-Technik auch für den Arzt ein innovatives Vorgehen bei einem potentiell komplikationsträchtigen Eingriff mit größerer Sicherheit durchzuführen. / In hematology and oncology histological diagnosis is an important requirement before differential chemotherapy. Sonographically guided puncture techniques achieving cytological and histological material is a time-saving process with moderate risks for the patients. With this material even immunhistological procedures in malignancies like Non-Hodgkin lymphoma are possible. For intensified chemotherapies in malignant diseases central venous catheter such as port catheters are requiriered. In this thesis complications and their management are shown and discussed. The ultrasounically guided central venous puncture represents a method for fast and low risk procedure for our patients. The one-operator technique represents an innovative and save intervention in a potentially risky procedure for physicians.

Dissertation (Ph.D.)--University of South Florida, 2009. / Title from PDF of title page. Document formatted into pages; contains 164 pages. Includes vita. Includes bibliographical references.

Alone in a Crowd: Charles Baudelaire and 20th-Century and Contemporary Art The dissertation called Alone in a Crowd explores the influence of the poet Charles Baudelaire's personality and work on 20th-century and contemporary art. Due to the field of study, the main focus is on the visual arts, but literature, music, philosophy, and film are also included to a large extent. This dissertation is divided into four substantive chapters. The first chapter, The Inner Message, introduces the poet's life, his family and acquaintances, as well as Baudelaire's poetry collection The Flowers of Evil. Themes of evil, ugliness, fear, death, and even a relationship to their mother, father and women are common for 20th-century and contemporary artists. This chapter presents Félicien Rops, James Ensor, Edvard Munch, Hans Bellmer, Francis Bacon, Joel-Peter Witkin, Kurt Cobain, members of the Young British Artists group, Lars von Trier, and others. The second chapter pursues the correspondence theory. The character of the Swedish philosopher Emanuel Swedenborg and his successor, William Blake, is followed by Baudelaire's understanding of sensual and spiritual correspondences, as his principles are adopted by modern artists in a distinct manner. The third chapter called "On the Edge of Society" covers the curse...

Chez la souris, les cellules dendritiques plasmacytoïdes (pDC) et natural killer (NK) contribuent à la résistance contre les infections systémiques par les virus herpétiques tels que le cytomégalovirus murin (MCMV). Les pDC représentent la source majeure d’interférons de type I (IFN-I) lors d’une infection par le MCMV. Cette réponse est dépendante de MyD88 et des récepteurs de type Toll 7 et 9. D’autre part, les cellules NK, qui expriment le récepteur d’activation Ly49H, peuvent détecter et lyser les cellules infectées par le MCMV. La perte de l’une de ces réponses augmente la sensibilité à l’infection. Cependant, la façon dont ces réponses antivirales interagissent est mal connue. Chez l’homme, bien que les réponses dépendantes des IFN-I soient essentielles, MyD88 semble superflu pour l’immunité antivirale. Cependant, les mécanismes susceptibles de compenser l’absence de MyD88 chez l’homme sont inconnus. Il a été supposé que les souris déficientes pour MyD88 ne parvenaient pas à monter de réponse protectrice dépendante des IFN-I lors d’infections par le MCMV. Afin d’évaluer cela, nous avons comparé la résistance de souris déficientes pour MyD88, les récepteurs aux IFN-I (IFNAR) et/ou Ly49H lors de cette infection. La déplétion sélective des pDC ou l’absence de MyD88 diminue drastiquement la production d’IFN-I, mais n’empêche pas l’établissement d’une forte réponse aux IFN-I dans la rate. De plus, l’absence de MyD88, mais pas celle d’IFNAR, peut être compensée par l’activité antivirale des cellules NK dépendant de Ly49H. Par conséquent, chez la souris, MyD88 est redondant pour l’établissement d’une réponse splénique aux IFN-I lors d’une infection systémique par le MCMV. / In mice, plasmacytoid dendritic cells (pDC) and natural killer (NK) cells both contribute to resistance to systemic infections with herpes viruses including mouse Cytomegalovirus (MCMV). pDCs are the major source of type I IFN (IFN-I) during MCMV infection. This response requires pDC-intrinsic MyD88-dependent signaling by Toll-Like Receptors 7 and 9. Provided that they express appropriate recognition receptors such as Ly49H, NK cells can directly sense and kill MCMV-infected cells. The loss of any one of these responses has been reported to increase susceptibility to infection. However, the relative importance of these antiviral immune responses and how they are related remain unclear. In humans, while IFN-I responses are essential, MyD88 appears to be dispensable for antiviral immunity. However, the mechanisms that could compensate MyD88 deficiency in humans have not been elucidated. Moreover, it has been assumed, but not proven, that MyD88-deficient mice fail to mount protective IFN-I responses to systemic herpes virus infections. To address these issues, we compared resistance to MCMV infection between mouse strains deficient for MyD88, the IFN-I receptor (IFNAR) and/or Ly49H. We show that selective depletion of pDC or genetic deficiencies for MyD88 drastically decreased production of IFN-I, but not the protective antiviral responses mediated by these cytokines. Moreover, MyD88, but not IFNAR, deficiency could be compensated by Ly49H mediated antiviral NK cell responses. Thus, contrary to the current dogma, but consistent with the situation in humans, we conclude that, in mice, MyD88 is redundant for splenic IFN-I responses against a systemic herpes virus infection.

Most bacterial infections can be correlated to contamination of consumables such as food and water. Upon contamination, boil water advisories have been ordered to ensure water is safe to consume, despite the evidence that heat-killed bacteria can induce genomic instability of exposed (intestine) and distal cells (liver and spleen). We hypothesize that exposure to components of heat-killed Escherichia coli O157:H7 will induce genomic instability within animal cells directly and indirectly exposed to these determinants. Mice were exposed to various components of dead bacteria such as DNA, RNA, protein or LPS as well as to whole heat-killed bacteria via drinking water. Here, we report that exposure to whole heat-killed bacteria and LPS resulted in significant alterations in the steady state RNA levels and in the levels of proteins involved in proliferation, DNA repair and DNA methylation. Exposure to whole heat-killed bacteria and their LPS components also leads to increased levels of DNA damage. / xiv, 132 leaves : ill. (chiefly col.) ; 29 cm

Malaria, caused by the apicomplexan parasite Plasmodium, is a major cause of morbidity and mortality throughout the world. This study has focused on the role of the spleen in the control of the blood stage of infection. Three aspects have been examined specifically: the effect of infection on the architecture of the spleen, the role of the spleen in parasite clearance and the formation of B cell memory. Firstly, the effect of infection on the splenic microarchitecture was examined. An essential component of the splenic architecture is the marginal zone (MZ), an area of the spleen that separates the reticuloendothelial red pulp of the spleen from the lymphoid white pulp compartment. Two unique populations of macrophages are found in the marginal zone: marginal zone macrophages (MZM) and marginal metallophilic macrophages (MMM). In the current study, parasitised red blood cells (pRBC) as well as normal RBC located to the MZ thirty minutes after intravenous injection and formed close associations with both MMM and MZM. Eight days after infection, at the time of peak parasitemia, a complete loss of both MMM and MZM was observed. Assays to detect cell death revealed that the loss of both MMM and MZM appeared to occur as a result of apoptosis. The apoptosis was not induced by up regulation of the inflammatory cytokines tumour necrosis factor or interferon-γ and could not be blocked by over expression of the apoptosis inhibitor Bcl2. Significantly, MMM were retained in the absence of CD8+ T cells implicating CD8+ T cells in the loss of MMM. Finally, infection of CD95-/- mice demonstrated that CD95/CD95-ligand (Fas/Fas-ligand) interactions were responsible for some of the CD8+ T cell-mediated loss of MMM. These data provide evidence for a novel interaction between MMM and CD8+ T cellsfollowing infection with Plasmodium. Secondly, the role of the spleen in the control of parasitemia and disease was monitored with an emphasis on determining the role of splenic macrophage populations (MMM, MZM and red pulp macrophages [RPM]) in parasite clearance. A clodronate liposome-mediated macrophage depletion technique was used, and caused a complete loss of all three macrophage sub-populations, as well as 50% of splenic dendritic cells, within 24 hours of administration. Each of the macrophage populations, as well as splenic DC, demonstrated different repopulation kinetics following their depletion from the spleen and these kinetics were utilised to examine each cell population in isolation. RPM depleted mice had significantly higher peak parasitemias than the controls. This peak returned to the level observed in undepleted control animals only after the repopulation of RPM was complete, suggesting that RPM play a role in the control of peak parasitemia following infection. Neither MMM nor MZM played a role in the control of parasitemia. The role of non-splenic macrophages and splenic dendritic cells also was investigated and shown to be insignificant in the absence of splenic macrophages. Finally, the role of RPM in mice immune to infection was investigated and their role shown to be dispensable, with immune mice clearing parasitemia efficiently in the absence of RPM. RPM therefore are important for the innate control of infection with P. chabaudi but are dispensible once adaptive immunity is established. Finally, the role of the spleen in the development of parasite-specific B cell memory was examined. Initial studies demonstrated that germinal centre (GC) development was compromised following infection with P. chabaudi, with an involution of B cell follicles noted early in infection. Adoptive transfer of memory B cells from immunised to naïve mice demonstrated that some protection was conferred on recipient mice by parasite-specific memory B cells. But, the memory B cells could not protect the host from developing parasitemia and did not produce significant amounts of parasite-specific immunoglobulin within seven days of challenge infection. Memory B cells could not be detected ten weeks after infection, indicating that the development, or survival, of parasite-specific memory B cells was compromised. The development of bystander memory B cells was not affected by infection. Finally, long-lived plasma cells were shown to develop in response to infection, although re-exposure of the cells to parasites in the form of recrudescent parasitemia resulted in their loss. This study therefore has identified a defect in the development of long-term, B cell-mediated, protection against infection with P. chabaudi. Each of these factors has significant implications for the understanding of how the spleen contributes to the control of infection with Plasmodium and potential applications for the further development of malaria vaccines and treatment regimens.

Dissertation (Ph.D.)--University of South Florida, 2007. / Includes vita. Includes bibliographical references. Also available online.