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Batten disease refers to neuronal ceroid lipofuscinoses (NCLs), which are inherited lysosomal storage diseases with diverse ages of onset and cause progressive neurodegeneration. The most common NCL is Juvenile NCL (JNCL), which begins in early childhood and is characterized by lysosomal accumulation of subunit c of the mitochondrial ATP synthase (subunit c). JNCL is caused by mutations in the gene CLN3. This gene encodes the CLN3 protein, a transmembrane protein of unknown structure. Localization of CLN3 is ambiguous, and its exact cellular function is not known. Thereby, it is unclear what mechanisms lead to neurodegeneration in JNCL. Models of JNCL present disturbed membrane bound organelles and cytoskeleton as well as impaired autophagy and lysosomal function. The JNCL gene defect that most patients harbor is deletion of the exons 7 and 8 of CLN3. In the Cln3Δex7/8/Δex7/8 mouse model of JNCL, this deletion has been introduced to the mouse Cln3 gene.
The actin cytoskeleton consists of filaments formed through polymerization of actin and provides a framework which defines cellular morphology and also facilitates cell motility, cytokinesis, and cell surface remodeling. Rho GTPases are signaling proteins which regulate the assembly and dynamics of the actin cytoskeleton and play an important role in neuronal morphology. Rho GTPases need to be membrane-anchored in order to become active and initiate a signaling cascade. Their membrane anchorage is achieved through their geranylgeranyl tails, which they acquire through prenylation. Protein prenylation refers to the attachment of a geranylgeranyl or farnesyl group to the C-terminus of a protein. The enzyme geranylgeranyl transferase (GGTase) catalyzes geranylgeranylation, whereas geranylgeranyl pyrophosphate (GGPP) is the donor of the geranylgeranyl group. Cells produce GGPP as well as cholesterol and other lipids through the mevalonate pathway (MVA pathway).
The aim of this study was to analyze how the JNCL gene defect affects cellular morphology, especially the actin cytoskeleton and Rho GTPases, and the MVA pathway which is connected with Rho GTPase activation. These important cellular components play crucial roles in neurons and are implicated in other neurodegenerative diseases, but have received little attention in JNCL. The immortalized CbCln3Δex7/8/Δex7/8 cerebellar precursor cell line from Cln3Δex7/8/Δex7/8 mice was used for the experiments and provides a genetically accurate, neuronal cell model of JNCL. CbCln3Δex7/8/Δex7/8 cells present subunit c accumulation only when aged at confluency, but sub-confluent cells display other phenotypes. The experiments of this study were performed both with confluency-aged and sub-confluent cells. Filamentous actin was visualized, and protein levels as well as membrane localization of several small Rho GTPases was analyzed biochemically. Also the protein levels of GGTase and the key enzymes of the mevalonate pathway were determined.
Staining pattern of filamentous actin was disturbed in confluency-aged CbCln3Δex7/8/Δex7/8 cells. Additionally it was found out that these cells did not grow to wild-type size and exhibited an elongated peroxisomal morphology. Rho GTPases had reduced total levels and showed a tendency of decreased membrane localization. Levels of GGTase and the MVA pathway enzymes were altered. Results of sub-confluent CbCln3Δex7/8/Δex7/8 cells were similar with the exception of HMG-CoA reductase, which is the rate-limiting enzyme of the MVA pathway: while its level in confluency-aged CbCln3Δex7/8/Δex7/8 cells was increased, at sub-confluency it showed a reduced level. Also, in contrast with the confluency-aged cells, Rho GTPases presented a tendency of increased membrane localization.
The results of this study reveal that the accurate JNCL gene defect alters cellular morphology and the activity of the MVA pathway in neuronal cells. Small cell size and disrupted architecture of the actin cytoskeleton are confirmed as neuronal JNCL phenotypes, and the peroxisome is introduced as a novel cellular component affected in JNCL. Through defects in endocytosis, autophagy, lysosomal and mitochondrial function, and cytoskeleton, the JNCL gene defect may prevent cells from growing to wild-type size. The JNCL gene defect may attenuate the MVA pathway via mitochondrial dysfunction and/or upregulation of degradative processes. Attenuation of the MVA pathway may contribute to impaired membrane rafts, which are an established phenotype of JNCL cells. As indicated by reduced GGTase level and supported by downregulation of lipid production through the MVA pathway, the JNCL gene defect might also decrease prenylation of proteins.
In this thesis hard probes are studied in the partonic transport model BAMPS (Boltzmann Approach to MultiParton Scatterings). Employing Monte Carlo techniques, this model describes the 3+1 dimensional evolution of the quark gluon plasma phase in ultra-relativistic heavy-ion collisions by propagating all particles in space and time and carrying out their collisions according to the Boltzmann equation. Since hard probes are produced in hard processes with a large momentum transfer, the value of the running coupling is small and their interactions should be describable within perturbative QCD (pQCD). This work focuses on open heavy flavor, but also addresses the suppression of light parton jets, in particular to highlight differences due to the mass. For light partons, radiative processes are the dominant contribution to their energy loss. For heavy quarks, we show that also binary interactions with a running coupling and an improved Debye screening matched to hard-thermal-loop calculations play an important role. Furthermore, the impact of the mass in radiative interactions, prominently named the dead cone effect, and the interplay with the Landau-Pomeranchuk-Migdal (LPM) effect are studied in great detail. Since the transport model BAMPS has access to all medium properties and the space time information of heavy quarks, it is the ideal tool to study the dissociation and regeneration of J/psi mesons, which is also investigated in this thesis.
Panama is a megadiverse country that together with Costa Rica constitutes Lower Central America (LCA). Western Panama's Cordillera Central accounts for the eastern part of the LCA highlands shared between these countries. The aim of the present study is to compile the most complete and updated picture possible of the taxonomy, diversity, and distribution of reptiles that occur from 500 m asl upwards along the Talamanca and Tabasará ranges. These two continuous mountain ridges account for the western two-thirds of the Cordillera Central between the Costa Rican border and 81°W Including specimens collected four own research travels, I morphologically examined more than 1800 specimens, analyzed 16S and/or COI barcodes of 300 specimens, and performed a thorough search in literature and databases to obtain locality records for specimens and species occurrences. My complete occurrence dataset comprises 14620 georeferenced occurrence records in three quality categories. Conceivable occurrences of species not yet documented from a given area are evaluated on the basis of existing data either as "plausible" or "possible". I provide all datasets which I generated for this study in Appendices. The previously published descriptions of Dactyloa ginaelisae Lotzkat, Hertz, Bienentreu & Köhler 2013, Norops benedikti (Lotzkat, Bienentreu, Hertz & Köhler 2011), Sibon perissostichon Köhler, Lotzkat & Hertz 2010, and Sibon noalamina Lotzkat, Hertz & Köhler 2012 are included in the present work. In the course of integrative taxonomic analyses, I classify 15 genealogical lineages revealed by DNA barcoding within 7 anole species as Deep Conspecific Lineages (DCLs) because they lack consistent morphological differences to their nominal conspecifics. I provisionally classify 18 mitochondrial lineages found within six other anole species as Unconfirmed Genealogical Lineages (UGLs) pending adequate analyses of their morphological variation. I regard the two additional UGLs Celestus sp. and Geophis sp. and the two Confirmed Genealogical Lineages (CGLs) Lepidoblepharis sp. 1 and 2 to represent undescribed species. My taxonomic analyses yield the hitherto most comprehensive survey of the variability exhibited by dozens of reptile species in western Panama. The 16S and/or COI barcodes I provide represent 65 species recognized herein and constitute the first DNA barcode reference library for LCA reptiles. The reptile fauna of Panama comprises 265 species, including the four UGLs and CGLs mentioned above and characterized for the first time in this study, as well as Dendrophidion crybelum Cadle 2012 whose presence in the country I consider plausible. My occurrence dataset reveals that 160 of these species have been documented to occur in my study area. Adding the 20 species whose occurrence therein I consider plausible, I report the total species richness of the Talamanca and Tabasará ranges as comprising 180 species representing 81 genera in 25 families. With 178.8 species per 10 000 km2, the relative species richness of the area is extremely high even in a tropical context. In view of their overall documented distribution, I regard the presence of 27 additional species in my study area as possible. For the 180 species occurring in my study area I provide standardized species accounts that, together with the taxonomic results, for the first time permit the doubtless identification of all 180 species, and illustrate 168 of these with color photographs. Concerning biogeography, my georeferenced dataset yields noteworthy distribution extensions for many species. Moreover, I present the hitherto most comprehensive, detailed, and reproducible assessments of the distribution patterns, historical origins, and conservation as well as of the occurrence among physiographic regions, climatic and altitudinal belts, political subdivisions, and protected areas, for my study area's reptile fauna. With 65 species, more than a third of the fauna is endemic to LCA. Among these, 42 Talamancan highland endemics are restricted to the LCA highlands, in the case of 16 small-scale highland endemics with documented ranges spanning less than 100 km. I assess many of these endemics as endangered. The fact that several of these species do not occur in any protected area renders the establishment of additional conservation areas necessary, especially in the central Serranía de Tabasará. Distributional range boundaries shared among different clades of highland anoles indicate physiographic and climatic barriers that may have effected in situ speciation within these lineages. As the largest study on Panamanian reptile diversity assembled to date, the present dissertation considerably increases our knowledge on the reptiles along the Cordillera Central and beyond, and thus constitutes a solid basis for future studies.
To overcome poor treatment response of pediatric high-risk acute lymphoblastic leukemia (ALL), novel treatment strategies are required to reactivate programmed cell death in this malignancy. Therefore, we take advantage of using small-molecule antagonists of Inhibitor of apoptosis (IAP) proteins, so called Smac mimetics such as BV6, which are described to overcome apoptosis resistance and thereby sensitize tumor cells for several apoptotic stimuli. To address the question whether redox alterations can sensitize leukemic cells for Smac mimetic-mediated cell death, we interfered with the cellular redox status in different ALL cell lines. Here, we show for the first time that redox alterations, mediated by the glutathione depleting agent Buthioninesulfoximine (BSO), prime ALL cells for BV6-induced apoptosis. Besides ALL cell lines, BV6/BSO cotreatment similarly synergizes in cell death induction in patient-derived primary leukemic samples. In contrast, the combination treatment does not exert any cytotoxicity against peripheral blood lymphocytes (PBLs) or mesenchymal stroma cells (MSCs) from healthy donors, suggesting some tumor selectivity of this treatment. We also identify the underlying molecular mechanism of the novel synergistic drug interaction of BSO and BV6. We demonstrate that both agents act in concert to increase reactive oxygen species (ROS) production, lipid peroxidation and finally apoptotic cell death. Enhanced ROS levels in the combination treatment account for cell death induction, since several ROS scavengers, like NAC, MnTBAP and Trolox attenuate BSO/BV6-induced apoptosis. BSO/BV6-induced ROS can be mainly classified as lipid peroxides, since the vitamin E derivate α-Tocopherol as well as Glutathione peroxidase 4 (GPX4), which both specifically reduce lipid-membrane peroxides, prevent lipid peroxidation, caspase activation and cell death induction. Vice versa, GPX4 knockdown and pharmacological inhibition of GPX4 by RSL3 or Erastin enhance BV6-induced cell death. Importantly, cell death induction critically depends on the formation of a complex consisting of RIP1/FADD/Caspase-8, since all complex components are required for ROS production, lipid peroxidation and cell death induction. Taken together, we demonstrate that BSO and BV6 cooperate to induce ROS production and lipid peroxidation which are eventually required for caspase activation and cell death execution. Collectively, findings of this study indicate that BV6-induced apoptosis is mediated via redox alterations offering promising new treatment strategy to overcome apoptosis resistance in ALL.
Immune cells are key players in several physiological and pathophysiological events such as acute and chronic inflammation, atherosclerosis and cancer. Especially in acute inflammation, macrophages are indispensable for the switch from the acute inflammatory phase to the resolution phase. Not only the phagocytosis of apoptotic cells, but especially the surrounding cytokines and mediators are able to switch macrophage polarization from inflammatory- to anti-inflammatory phenotypes. Within this cytokine environment, sphingosine-1-phosphate (S1P) plays an important role for immune cell activation, polarization and migration.
Tumor development usually follows predictable paths where tumor cells acquire common characteristics and features known as the hallmarks of cancer. Recently, additional characteristics have been added to these hallmarks since solid tumors are composed of a very heterogeneous population of transformed, formerly normal tissue cells and stromal cells, e.g. immune cells and fibroblasts. Compelling evidence suggests that stromal cells and tumor cells maintain a symbiotic relationship to build up the tumor microenvironment and to fuel tumor growth. In cancer therapies, common features of tumors such as unrestricted cell growth, suppression of immunological responses, and the ability to form new blood vessels (angiogenesis) have emerged as the main targets of interest. The lipid mediator prostaglandin E2 (PGE2) is known to promote all these features and thus, is connected to cancer progression in general. Its synthesis is triggered in response to stress factors or during inflammation. Inducible PGE2 production relies on the enzymes cyclooxygenase 2 (COX-2) and microsomal prostanglandin E synthase 1 (mPGES-1), which are simultaneously expressed in response to a variety of different stimuli and are functionally coupled. Inhibition of COX-2 with non-steroidal antiinflammatory drugs (NSAIDs) for cancer treatment is, however, limited by cardiovascular risks, since selective COX-2 inhibition disrupts the prostacyclin/thromboxane balance. Therefore targeting mPGES-1 downstream of COX-2 for PGE2 inhibition was evaluated in this work in different steps of carcinogenesis. Knockdown of mPGES-1 in DU145 prostate cancer cells revealed that the mPGES-1 status did not affect growth of monolayer tumor cells, but significantly impaired 3D growth of multi-cellular tumor spheroids (MCTS). Spheroid formation induced COX-2 in DU145 and other prostate cancer spheroids. High levels of PGE2 were detected in supernatants of DU145 MCTS as opposed to monolayer DU145 cells. Pharmacological inhibition of COX-2 and mPGES-1 confirmed the pivotal role of PGE2 for DU145 MCTS growth. Besides promoting spheroid growth, MCTS-derived PGE2 also inhibited cytotoxic T lymphocyte (CTL) activation. When investigating the mechanisms of COX-2 induction during spheroid formation, the typical tumor microenvironmental factors such as glucose deprivation, hypoxia or tumor cell apoptosis failed to enhance COX-2. Interestingly, when interfering with apoptosis in DU145 spheroids, the pan-caspase inhibitor Z-VAD-FMK triggered a Summary 12 shift towards necrosis, thus enhancing COX-2 expression. Coculturing viable DU145 monolayer cells with isolated heat-shocked-treated necrotic DU145 cells, but not with necrotic cell supernatants, induced COX-2 and PGE2, confirming the impact of necrosis for MCTS growth and CTL inhibition. As mentioned, in vivo tumors are very heterogenous mixtures of tumor cells and stromal cells e.g. immune cells. Hence, the interaction of the immune system with tumors was investigated in further experiments. When coculturing MCF-7 breast cancer spheroids with human peripheral blood mononuclear cells (PBMCs), only low levels of PGE2 were detected, since MCF-7 cells did not upregulate COX-2 during spheroid formation and did not induce PGE2 production by PBMCs. Under inflammatory conditions, by adding the toll-like receptor 4 (TLR4) agonist lipopolysaccharide (LPS) to cocultures, PGE2 production was triggered, spheroid sizes were reduced, and numbers of high levels of granzyme B expressing (GrBhi) CTLs were increased, while CD80 expression by tumor-associated phagocytes was also elevated. Inhibition of CD80 but not CD86 diminished numbers of GrBhi CTLs and attenuated spheroid lysis. To determine the role of ctivation-induced PGE2 production, use of the COX-2 inhibitor celecoxib and the experimental mPGES-1 inhibitor C3 further increased CD80 expression. Addition of PGE2, the prostaglandin E2 (EP2) receptor agonist butaprost, and the phosphodiesterase 4 (PDE4) inhibitor rolipram reduced LPS/C3-triggered CD80 expression, confirming the impact of COX- 2/mPGES-1-derived PGE2 on shaping phagocyte phenotypes in an EP2/cAMP-dependent manner. In a spontaneous breast cancer model (MMTV-PyMT), mPGES-1-deficiency significantly delayed tumor growth in mice, confirming an overall protumorigenic role of mPGES-1 in breast cancer development in vivo. However in tumors of mPGES-1-/- mice, tumor-infiltrating phagocytes expressed low levels of CD80 similar to their wildtype counterparts. These data suggest that the immunosuppressive microenvironment does not allow for immunostimulatory effects by mPGES-1 inhibition without an activating stimulus. Evidences in this study recommend the application of mPGES-1 inhibitors for treating cancer diseases, since mPGES-1 promotes tumor growth in multiple steps of carcinogenesis, ranging from well-characterized effects of tumor cell growth to immune suppression of CTL activity and phagocyte polarization. Regarding the latter, blunting PGE2 during immune activation may limit the tumor-favoring features of inflammation and improve the efficiency of TLR4 based immune therapies.
In mitochondria, biogenesis of oxidase is a crucial process involving the participation of an array of assembly factors. Studying the process of biogenesis in eukaryotes is highly complicated due to the presence and partaking of two genetic systems. Employing a bacterial model such as Paracoccus denitrificans that utilizes only one genetic system enables easy studying of the assembly process. The aa3 cytochrome c oxidase of P. denitrificans shows high structural and functional homology to its mitochondrial counterpart despite its simple subunit composition. The assembly of the core subunits I and II that house the active redox centers (heme a, and heme a3.CuB centre in subunit I; and the binuclear CuA centre in subunit II) along with the chaperons responsibly for their incorporation form the crux of this work. This work concentrates particularly on CtaG, a chaperone previously speculated to be involved in the delivery of copper to the CuB center in subunit I. As the full length structure of CtaG or its structural homologues have not been solved, attempts were made to obtain high-diffracting crystals of CtaG by heterologously expressing it in E. coli. Growth media, expression strains and induction parameters were some of the conditions screened in order to obtain optimal yield. Additives, pH and detergent were screened to yield a homogeneous preparation of CtaG. Crystallization trials were conducted by employing the sitting drop, vapour diffusion, method and later the bicelles were employed. Preliminary crystals obtained were further optimized employing seeding, detergent and additives, to improve diffraction. The diffraction improved from 30 Å to 15 Å. BN PAGE (Blue Native Polyacrylamide Gel Electrophoresis) analysis and cross-linking studies were undertaken to decipher the oligomeric condition of CtaG. Both the methods indicate that the protein is a dimer under native conditions. To study the importance of CtaG in the process of oxidase assembly, two deletion mutants were obtained from the lab; one with only ctaG deleted and the other with ctaG and most of the upstream ORF. The effect of the deletion was assayed on the assembly and activity of oxidase. The deletion mutants showed residual activity of approx. 20 %, while displaying a very low heme signal (both in membranes and in purified COX). In order to exclude polar effects arising due to gene manipulation, complementation strains were prepared, reintroducing ctaG alone into both the deletion strains. Complementation strains, where only ctaG was deleted and re-introduced assayed for COX activity showed a restoration in activity to approx. 70 %. Further, calculating the heme:protein ratio, the deletion strains displayed a value of 7 nmol/mg of oxidase which was increased to wild type levels of 16 nmol/mg in the complementation strains. To further confirm the absence of the copper in subunit I, total reflection X-ray fluorescence spectroscopy analysis was carried out, which showed a decrease in the copper content in the deletion strain, restored on complementation. The strain lacking in the ORF and ctaG when complemented with ctaG alone illustrated no increase in activity or heme signal in comparison to that of the deletion strain. These point at a possible role for ORF in the assembly of COX, which is still absent in the complementation strains. To further characterize the ORF, a series of bioinformatical analysis was carried out, the results from which were insufficient to characterize the ORF conclusively. In order to enlist the proteins involved in the biosynthesis of COX, two independent approaches were employed. Two-dimensional gel examinations of solubilised membranes from untreated and cross-linked cells were analyzed by Western blotting. The CtaG-COX interaction was observed in untreated membranes, which was additionally strengthened by cross-linking. To further confirm this association, pull-down assays were done employing protein A coated magnetic beads coated with different antibodies and incubated with solubilised membranes derived from untreated or cross-linked cells. The elutions were assayed by Western blotting and confirmed for the CtaG-COX interaction. These fractions were further analysed by mass spectrometry to identify other chaperons involved in biogenesis of oxidase. Along with CtaG, I also noticed Sco, Surf1c and other factors involved in the recruitment and transport of heme (CtaB, CtaA, and Ccm proteins). Interestingly, protein components of both ribosomal subunits and protein translocation factors were observed, which indicated a co-translational approach for co-factor insertion into COX.
Hepatocellular carcinoma (HCC) is the fifth most common malignant tumor and third leading cause of cancer-related death worldwide. Most cases arise as a consequence of underlying liver disease, e.g. developed from chronic hepatitis B or C infectionsalcohol abuse or obesity, and are most often associated with liver cirrhosis. Hypoxiand the hypoxia inducible factors (HIF)-1α and -2α promote tumor progression of HCC, not only affecting tumor cell proliferation and invasion, but also angiogenesis and lymphangiogenesis and thus, increasing the risk of metastasis.
HCC is characterized as one of the most vascularized solid tumors. While HIF-1α and HIF-2α are frequently up-regulated in HCC only HIF-2α is correlated with high patientlethality. HIF-dependent regulation of HCC angiogenesis is controversially discussed.VEGFA, for example, as the most prominent factor inducing tumor angiogenesis represents not only a HIF-1 target, but also a HIF-2 target gene in HCC. This questions whether both isoforms have overlapping functions in regulating the angiogenic switch in HCC.
Besides angiogenesis also tumor-associated lymphangiogenesis significantly influences patient survival in HCC. Lymphatic spread is an important clinical determinant for the prognosis of HCC, but little is known how lymphangiogenesis is controlled in this context. To date, mainly HIF-1α was positively correlated with olymphatic invasion and metastasis in HCC, while a defined role of HIF-2α is missing. Thus, although HIF-1α and HIF-2α are structurally alike and regulate overlapping but not identical sets of target genes, they promote highly divergent outcomes in cancer progression and may even have counteracting roles. The aim of my work was to characterize the specific role of HIF-1α and HIF-2α in the angiogenic switch and lymphangiogenesis induction during HCC development.
Therefore, I created a stable knockdown of HIF-1α and HIF-2α in HepG2 cells and generated cocultures of HepG2 spheroids and embryonic bodies derived from embryonic mouse stem cells as an in vitro tumor model mimicking the cancer microenvironment to analyze which HIF isoform has key regulatory functions in HCC (lymph)angiogenesis. In cocultures with a HIF-2α knockdown angiogenesis was attenuated but lymphangiogenesis increased, while the knockdown of HIF-1α was without effect. Microarray analysis identified plasminogen activator inhibitor 1 (PAI-1)and insulin-like growth factor binding protein 1 (IGFBP1) as HIF-2 target genes.However, prominent angiogenic and lymphangiogenic factors such as VEGFs, PDGFB, ANG and their receptors were not regulated in a HIF-dependent manner. As PAI-1 was linked to angiogenesis in literature and IGF-signaling, which is negatively regulated by IGFBP-1, was correlated with lymphangiogenesis, I decided to investigate their HIF-2α-dependent influence on HCC (lymph)angiogenesis. The knockdown of PAI-1 in HepG2 cells also lowered angiogenesis in PAI-1k/d cocultures similar to the HIF-2α k/d phenotype. PAI-1 as the potent inhibitor of tPA and uPA, both inducing the conversion of plasminogen to plasmin, also inhibits plasmin directly. Therefore, I assumed an increase of plasmin in HIF-2α k/d and PAI-1 k/d cocultures as a result of the reduced PAI-1 levels. Blocking plasmin with aprotinin in HIF-2α k/d cocultures restored angioge nesis, suggesting that HIF-2α increases PAI-1 to lower concentrations of active plasmin, thereby supporting angiogenesis. In further experiments I could exclude PAI-1 to reduce angiogenesis by inducing plasmin-mediated apoptosis of differentiating stem cells in PAI-1 k/d and HIF-2α k/d cocultures, but demonstrated an increase of VEGFA165 degradation in these cocultures, suggesting plasmin-catalyzed proteolysis of VEGF as an additional layer of regulation required to explain the angiogenic phenotype. Besides the pivotal role of PAI-1 in angiogenesis I also investigated its potentialinfluence in lymphangiogenesis. Indeed, the knockdown of PAI-1 reduced lymphaticstructures and implied an important but opposing role in lymphangiogenesis comparedto induced lymphangiogenesis in HIF-2α k/d cocultures. However, blocking plasmin again with aprotinin in HIF-2α k/d cocultures restored lymphangiogenesis to the level of control virus, which indicates a divergent lymphangiogenic role of plasmin in PAI-1 k/d and HIF-2α k/d cocultures, possibly because of other essential pathways masking the lymphangiogenic effects of PAI-1 in HIF-2α k/d cocultures.
HIF-2α resulting in reduced IGFBP1 expression induced the differentiation of stem cells toward a lymphatic cell type and significantly enhanced the assembly of human dermal lymphatic endothelial cells into tubes. These data point the first time to an important impact of HIF-2 in the regulatin of lymphangiogenesis in vitro by inducing IGFBP1 and thus, scavenging IGF-1. Furthermore, matrigel plug assays to investigate the in vivorelevance of these observations confirmed HIF-2α as a crucial factor in the regulation of lymphangiogenesis in vivo
In conclusion, this work provides evidence that HIF-2α is a key regulator of angiogenesis and lymphangiogenesis in HCC by regulating PAI-1 and IGFBP1. HIF-2α positively influences the angiogenic switch via PAI-1 and negatively affects lymphangiogenesis via IGFBP1 expression. Targeting HIF-2α in HCC to reduce tumor angiogenesis should be approached carefully, as it might be overcome by induced lymphangiogenesis and metastasis.
Efficient algorithms for object recognition are crucial for the newly robotics and computer vision applications that demand real-time and on-line methods. Some examples are autonomous systems, navigating robots, autonomous driving. In this work, we focus on efficient semantic segmentation, which is the problem of labeling each pixel of an image with a semantic class.
Our aim is to speed-up all of the parts of the semantic segmentation pipeline. We also aim at delivering a labeling solution on a time budget, that can be decided on-the-fly. For this purpose, we analyze all the components of the semantic segmentation pipeline, and identify the computational bottleneck of each of them. The different components of the pipeline are over-segmenting the image with local regions, extracting features and classify the local regions, and the final inference of the image labeling with semantic classes. We focus on each of these steps.
First, we introduce a new superpixel algorithm to over-segment the image. Our superpixel method runs in real-time and can deliver a solution at any time budget. Then, for feature extraction, we focus on the framework that computes descriptors and encodes them, followed by a pooling step. We see that the encoding step is the bottleneck, for computational efficiency and performance. We present a novel assignment-based encoding formulation, that allows for the design of a new, very efficient, encoding. Finally, the image labeling output is obtained modeling the dependencies with a Conditional Random Field (CRF). In semantic image segmentation, the computational cost of instantiating the potentials is much higher than MAP inference. We introduce Active MAP inference to on-the-fly select a subset of potentials to be instantiated in the energy function, leaving the rest as unknown, and to estimate the MAP labeling from such incomplete energy function.
We perform experiments on all proposed methods for the different parts of the semantic segmentation pipeline. We show that our superpixel extraction achieves higher accuracy than state-of-the-art on standard superpixel benchmark, while it runs in real-time. We test our feature encoding on standard image classification and segmentation benchmarks, and we show that our method achieves competitive results with the state-of-the-art, and requires less time and memory. Finally, results for semantic segmentation benchmark show that Active MAP inference achieves similar levels of accuracy but with major efficiency gains.