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A framework for the analysis and visualization of multielectrode spike trains / von Ovidiu F. Jurjut
(2009)
The brain is a highly distributed system of constantly interacting neurons. Understanding how it gives rise to our subjective experiences and perceptions depends largely on understanding the neuronal mechanisms of information processing. These mechanisms are still poorly understood and a matter of ongoing debate remains the timescale on which the coding process evolves. Recently, multielectrode recordings of neuronal activity have begun to contribute substantially to elucidating how information coding is implemented in brain circuits. Unfortunately, analysis and interpretation of multielectrode data is often difficult because of their complexity and large volume. Here we propose a framework that enables the efficient analysis and visualization of multielectrode spiking data. First, using self-organizing maps, we identified reoccurring multi-neuronal spike patterns that evolve on various timescales. Second, we developed a color-based visualization technique for these patterns. They were mapped onto a three-dimensional color space based on their reciprocal similarities, i.e., similar patterns were assigned similar colors. This innovative representation enables a quick and comprehensive inspection of spiking data and provides a qualitative description of pattern distribution across entire datasets. Third, we quantified the observed pattern expression motifs and we investigated their contribution to the encoding of stimulus-related information. An emphasis was on the timescale on which patterns evolve, covering the temporal scales from synchrony up to mean firing rate. Using our multi-neuronal analysis framework, we investigated data recorded from the primary visual cortex of anesthetized cats. We found that cortical responses to dynamic stimuli are best described as successions of multi-neuronal activation patterns, i.e., trajectories in a multidimensional pattern space. Patterns that encode stimulus-specific information are not confined to a single timescale but can span a broad range of timescales, which are tightly related to the temporal dynamics of the stimuli. Therefore, the strict separation between synchrony and mean firing rate is somewhat artificial as these two represent only extreme cases of a continuum of timescales that are expressed in cortical dynamics. Results also indicate that timescales consistent with the time constants of neuronal membranes and fast synaptic transmission (~10-20 ms) appear to play a particularly salient role in coding, as patterns evolving on these timescales seem to be involved in the representation of stimuli with both slow and fast temporal dynamics.
‘The whole is more than the sum of its parts.’ This idea has been brought forward by psychologists such as Max Wertheimer who formulated Gestalt laws that describe our perception. One law is that of collinearity: elements that correspond in their local orientation to their global axis of alignment form a collinear line, compared to a noncollinear line where local and global orientations are orthogonal. Psychophysical studies revealed a perceptual advantage for collinear over non-collinear stimulus context. It was suggested that this behavioral finding could be related to underlying neuronal mechanisms already in the primary visual cortex (V1). Studies have shown that neurons in V1 are linked according to a common fate: cells responding to collinearly aligned contours are predominantly interconnected by anisotropic long-range lateral connections. In the cat, the same holds true for visual interhemispheric connections. In the present study we aimed to test how the perceptual advantage of a collinear line is reflected in the anatomical properties within or between the two primary visual cortices. We applied two neurophysiological methods, electrode and optical recording, and reversibly deactivated the topographically corresponding contralateral region by cooling in eight anesthetized cats. In electrophysiology experiments our results revealed that influences by stimulus context significantly depend on a unit’s orientation preference. Vertical preferring units had on average a higher spike rate for collinear over non-collinear context. Horizontal preferring units showed the opposite result. Optical imaging experiments confirmed these findings for cortical areas assigned to vertical orientation preference. Further, when deactivating the contralateral region the spike rate for horizontal preferring units in the intact hemisphere significantly decreased in response to a collinear stimulus context. Most of the optical imaging experiments revealed a decrease in cortical activity in response to either stimulus context crossing the vertical midline. In conclusion, our results support the notion that modulating influences from stimulus context can be quite variable. We suggest that the kind of influence may depend on a cell’s orientation preference. The perceptual advantage of a collinear line as one of the Gestalt laws proposes is not uniformly represented in the activity of individual cells in V1. However, it is likely that the combined activity of many V1 neurons serves to activate neurons further up the processing stream which eventually leads to the perceptual phenomenon.
"The whole is more than the sum of its parts." This idea has been brought forward by psychologists such as Max Wertheimer who formulated Gestalt laws that describe our perception. One law is that of collinearity: elements that correspond in their local orientation to their global axis of alignment form a collinear line, compared to a noncollinear line where local and global orientations are orthogonal. Psychophysical studies revealed a perceptual advantage for collinear over non-collinear stimulus context. It was suggested that this behavioral finding could be related to underlying neuronal mechanisms already in the primary visual cortex (V1). Studies have shown that neurons in V1 are linked according to a common fate: cells responding to collinearly aligned contours are predominantly interconnected by anisotropic long-range lateral connections. In the cat, the same holds true for visual interhemispheric connections. In the present study we aimed to test how the perceptual advantage of a collinear line is reflected in the anatomical properties within or between the two primary visual cortices. We applied two neurophysiological methods, electrode and optical recording, and reversibly deactivated the topographically corresponding contralateral region by cooling in eight anesthetized cats. In electrophysiology experiments our results revealed that influences by stimulus context significantly depend on a unit’s orientation preference. Vertical preferring units had on average a higher spike rate for collinear over non-collinear context. Horizontal preferring units showed the opposite result. Optical imaging experiments confirmed these findings for cortical areas assigned to vertical orientation preference. Further, when deactivating the contralateral region the spike rate for horizontal preferring units in the intact hemisphere significantly decreased in response to a collinear stimulus context. Most of the optical imaging experiments revealed a decrease in cortical activity in response to either stimulus context crossing the vertical midline. In conclusion, our results support the notion that modulating influences from stimulus context can be quite variable. We suggest that the kind of influence may depend on a cell’s orientation preference. The perceptual advantage of a collinear line as one of the Gestalt laws proposes is not uniformly represented in the activity of individual cells in V1. However, it is likely that the combined activity of many V1 neurons serves to activate neurons further up the processing stream which eventually leads to the perceptual phenomenon.
The pictorial art of the Church, as a spiritual product of the Christian civilisation, has continually received great influences from its ecclesiastical tradition and it was defined by its formal aesthetical standards and its iconographic preferences. A more nuanced reading of the parallels can be attained by placing the images in their visual context, which would allow a better appreciation of the meanings within. The biblical story of Adam and Eve, which is the theme of the following thesis, reflects the differentiation between the Eastern and the Western understanding of the events of the history of the holy Oikonomia, a point, which is the major ground for the development of the relative pictorial motifs. The protoplasts are the protagonists from their creation and life in paradise, the fall and expulsion until their resurrection through Christ. Their story is visualised in a number of scenes and episodes, having thus their original sin and resurrection for specific reasons centralised. This doctoral thesis attempts to collect as many parallels of the scenes is possible, trying to collate the Eastern with the Western visual approach in a deductive way, in order to reach our constructive conclusions and make available the combination of the art, theology and liturgy in the scenes of Adam and Eve in Genesis and in Resurrection (Anastasis). The reading we tried to perform was based upon the specific iconographical elements, which were worth to be commented. Our aim was to detect the direct bond between the production of art and the relevant patristic and apocryphal writings or even the theological theories, by quoting texts from the ecclesiastical literature, as well as the liturgical praxis.
Signal-dependent regulation of actin dynamics is essential for many cellular processes, including directional cell migration. In particular, cell migration is initiated by lamellipodia, actin-based protrusions of the plasma membrane. The formation of these protruding structures require incessant assembly and disassembly of actin filaments. The Arp2/3 complex and WAVE proteins are essential for both lamellipodium formation and its dynamics. WAVEs mediate the activation of the Arp2/3 complex downstream of the small GTPase Rac, thus being critical for Rac- and RTK-induced actin polymerization and cell migration. The WAVE-family proteins are always found associated with multiprotein complexes. The most abundant WAVE-based complex is referred to as the WANP (WAVE2-Abi-1-Nap1-PIR121) complex. IQGAP1 is a huge scaffolding protein with multiple protein-interacting domains. IQGAP1 participates in many fundamental activities, including regulation of the actin cytoskeleton, mitogenic, adhesive and migratory responses, as well as in cell polarity and cellular trafficking. IQGAP1 binds to N-WASP, thus raising the possibility that it might control actin nucleation by the Arp2/3 complex. In this study, IQGAP1 was found co-immunoprecipitated not only with WAVE, but also with the endogenous WANP-complex subunits. Correspondingly, IQGAP1 associated to both anti-WAVE and anti-Abi-1 immuno-complexes. Pull-down experiments proved that IQGAP1 binds directly to the WANP-complex subunits. Physical interaction between IQGAP1 and the reconstituted WANP complex could also be demonstrated. Together, these data indicate that IQGAP1 is an accessory component of the WANP complex. Interestingly, the IQGAP-WANP complex disassembled after either EGF stimulation or transfection with constitutively active Cdc42 and Rac1. HeLa cells devoid of IQGAP1 showed diminished and less persistent ruffling upon EGF, but not HGF, stimulation in comparison with the control. This phenotype was accompanied by a strong reduction in chemotaxis towards both growth factors, which was as dramatic as in WANP-complex knockdown (KD) cells. Moreover, GM130 and Giantin showed a polarized and flat ribbon-like pattern in control cells, as it is expected for cis- and cis/medial-Golgi markers. Conversely, small and dispersed vesicular structures were found in both IQGAP1 KD and WANP-complex KD cells. Importantly, Arp2/3-complex silencing resulted in the same phenotypes. Consistently, Brefeldin A-induced disassembly of the Golgi strongly inhibited the IQGAP1-WANP-complex interaction and chemotaxis towards EGF in wild-type cells. The re-expression of an RNAi-resistant wild-type IQGAP1 in IQGAP1 KD cells fully rescued both the ruffling abilities and Golgi structure. A constitutively active mutant, unable to bind to neither Rac1 /Cdc42 nor the WANP complex, could reconstitute only the former defect. Hence, this study shows that actin dynamics regulated by the IQGAP1-WANP complex controls Golgi-apparatus architecture and its contribution to cell chemotaxis. The working model here proposes that at the Golgi apparatus, recruitment of the WANP complex by IQGAP1 leads to the assembly of actin filaments required to maintain the appropriated Golgi morphology. The dissociation of the complex may be required to allow the remodeling of the Golgi membranes in order to respond following a chemoattractant gradient.
Amphibians of Malawi : an analysis of their richness and community diversity in a changing landscape
(2009)
This study summarizes the state of the knowledge of the amphibian diversity in Malawi highlighting the possible threats impending on this fauna correlated with human encroachment and land use change. New data about diversity, distribution and ecology have been gathered, whereas the old ones have been summarised, reviewed and commented. In order to put in context the responses of the amphibian communities to land use change, the main environmental characteristics of the country at a broad space and time scale have been explored. Furthermore, the original habitats and vegetation have been described, and their status in the present day Malawi discussed. In the same way, an overview of the actual state of the knowledge about the Malawian amphibians has been provided, and their ability to act as surrogate of environmental integrity in Sub-Saharan Africa commented on the basis of the available studies. Afterwards, the results of the study of the selected areas and samples have been analysed within this newly generated context. Different field and laboratory methods were applied for the quantitative analysis of the richness and diversity of the communities. Opportunistic search was used to detect species richness, whereas the visual encounter survey was applied to detect the relative abundance of species. Several indices of diversity and similarity, and extrapolations by means of true richness estimators were used for the analysis of the alpha and beta diversities. Additional information were gathered by means of pitfall traps with drift fence, and by the recording of the advertisement calls. Supplementary methods were applied for the analysis of the taxonomic composition of the collected material. In Malawi 84 amphibian species are recorded, two of which still undescribed (Leptopelis sp. and Phrynobatrachus sp.). Three further species need to be confirmed and might be possibly present too: Amietia viridireticulata, Hemisus guineensis, and Hyperolius minutissimus. Additionally, other unrecognised cryptic species — at least one — are present within the Hyperolius nasutus complex. Most of the species belong to the order Anura (82 species; 97.6%), whereas only two species belong to the Gymnophiona (2.4%). Anurans are divided into 12 families and 23 genera, whereas the two caecilians species into one family (Caecilidae) and two genera. The more diverse family is the Hyperoliidae (21 species, 25%) followed by the families Ptychadenidae (13 species, 15%), Arthroleptidae (11 species, 13%), Phrynobatrachidae (10 species, 12%), and Bufonidae and Pyxicephalidae (9 species, 11% respectively). The remaining high family diversity (seven families, Caecilidae included) is contrasted by a low number of species (11 species in total, 14%). Based on the available distribution data, the value of species richness of the anuran communities in Malawi is comprised between 5‒45 species. In average 16.8 ± 9.0 species (N=80) are to be found, 75% of the sites have less than 21 species, and only two sites have more than 25 species. Four hot spots of amphibian diversity were identified: the Nyika Plateau (24 species), Mangochi-Malombe (25 species), Zomba Plateau (32 species) and the Mulanje Massif (45 species). In the studied areas a mean of 14.7 ± 1.6 species was observed and extrapolations by means of the true richness estimators were in good agreement with this result. Among the studied areas the richest was Palm Forest Reserve (17 species), followed by Kaningina Forest Reserve (16 species) and Vinthukutu F. R., and Vwaza W. R (15 species). The poorest area was the Misuku Mountains with 12 species only and a slightly different ranking was generated by the true richness estimators. The mean of the species present in the samples was 4.8 ± 2.1 species, considerably less than the true species richness detected in the respective areas. Basing on the ranking generated by the K-dominance plot the most diverse samples were Palm F. R. and Misuku, whereas the less diverse were Kaningina F. R. and Fort Lister, confirmed by the values of the diversity indices. The main finding of this study was the observation of the lack of a clear match between environmental degradation and amphibian diversity, and the crucial importance of temporary water bodies for the preservation of the amphibian diversity. In fact, despite most of the original habitat formerly present in Malawi have been destroyed and replaced by cultivations, the amphibian communities of different areas showed a comparable diversity at both family and species richness level, and no evident match between environmental degradation and amphibian diversity was recognisable. Differences in species richness could mostly be explained by natural factors such the elevation gradient and the presence of temporary water bodies. However, it was not possible to exclude that the communities have changed during historical time and the shift in species composition already occurred together with the modification of their relative frequencies. Most of the species showed a remarkable ecological plasticity and several species were found in a variety of both natural and altered habitats. The classification of the Malawian amphibians on the basis of ecological guilds based on the available natural history data showed the preponderance (76%) of generalist pond breeders. As a consequence, most of these amphibians possessed a scarce capacity to act as surrogates of habitat integrity. Based on the result of this study the farm bush landscape with traditional agriculture practices bears a great potential to support amphibian diversity in terms of species richness, representing a compromise between local economic development and conservation. Furthermore, the results of this study indicate the outstanding importance of the southern-east region of Malawi for the conservation of the country’s amphibians.
In this thesis the first fully integrated Boltzmann+hydrodynamics approach to relativistic heavy ion reactions has been developed. After a short introduction that motivates the study of heavy ion reactions as the tool to get insights about the QCD phase diagram, the most important theoretical approaches to describe the system are reviewed. To model the dynamical evolution of the collective system assuming local thermal equilibrium ideal hydrodynamics seems to be a good tool. Nowadays, the development of either viscous hydrodynamic codes or hybrid approaches is favoured. For the microscopic description of the hadronic as well as the partonic stage of the evolution transport approaches have beeen successfully applied, since they generate the full phse-space dynamics of all the particles. The hadron-string transport approach that this work is based on is the Ultra-relativistic Quantum Molecular Dynamics (UrQMD) approach. It constitutes an effective solution of the relativistic Boltzmann equation and is restricted to binary collisions of the propagated hadrons. Therefore, the Boltzmann equation and the basic assumptions of this model are introduced. Furthermore, predictions for the charged particle multiplicities at LHC energies are made. The next step is the development of a new framework to calculate the baryon number density in a transport approach. Time evolutions of the net baryon number and the quark density have been calculated at AGS, SPS and RHIC energies and the new approach leads to reasonable results over the whole energy range. Studies of phase diagram trajectories using hydrodynamics are performed as a first move into the direction of the development of the hybrid approach. The hybrid approach that has been developed as the main part of this thesis is based on the UrQMD transport approach with an intermediate hydrodynamical evolution for the hot and dense stage of the collision. The initial energy and baryon number density distributions are not smooth and not symmetric in any direction and the initial velocity profiles are non-trivial since they are generated by the non-equilibrium transport approach. The fulll (3+1) dimensional ideal relativistic one fluid dynamics evolution is solved using the SHASTA algorithm. For the present work, three different equations of state have been used, namely a hadron gas equation of state without a QGP phase transition, a chiral EoS and a bag model EoS including a strong first order phase transition. For the freeze-out transition from hydrodynamics to the cascade calculation two different set-ups are employed. Either an in the computational frame isochronous freeze-out or an gradual freeze-out that mimics an iso-eigentime criterion. The particle vectors are generated by Monte Carlo methods according to the Cooper-Frye formula and UrQMD takes care of the final decoupling procedure of the particles. The parameter dependences of the model are investigated and the time evolution of different quantities is explored. The final pion and proton multiplicities are lower in the hybrid model calculation due to the isentropic hydrodynamic expansion while the yields for strange particles are enhanced due to the local equilibrium in the hydrodynamic evolution. The elliptic flow values at SPS energies are shown to be in line with an ideal hydrodynamic evolution if a proper initial state is used and the final freeze-out proceeds gradually. The hybrid model calculation is able to reproduce the experimentally measured integrated as well as transverse momentum dependent $v_2$ values for charged particles. The multiplicity and mean transverse mass excitation function is calculated for pions, protons and kaons in the energy range from $E_{\rm lab}=2-160A~$GeV. It is observed that the different freeze-out procedures have almost as much influence on the mean transverse mass excitation function as the equation of state. The experimentally observed step-like behaviour of the mean transverse mass excitation function is only reproduced, if a first order phase transition with a large latent heat is applied or the EoS is effectively softened due to non-equilibrium effects in the hadronic transport calculation. The HBT correlation of the negatively charged pion source created in central Pb+Pb collisions at SPS energies are investigated with the hybrid model. It has been found that the latent heat influences the emission of particles visibly and hence the HBT radii of the pion source. The final hadronic interactions after the hydrodynamic freeze-out are very important for the HBT correlation since a large amount of collisions and decays still takes place during this period.
The physics of interacting bosons in the phase with broken symmetry is determined by the presence of the condensate and is very different from the physics in the symmetric phase. The Functional Renormalization Group (FRG) represents a powerful investigation method which allows the description of symmetry breaking with high efficiency. In the present thesis we apply FRG for studying the physics of two different models in the broken symmetry phase. In the first part of this thesis we consider the classical O(1)-model close to the critical point of the second order phase transition. Employing a truncation scheme based on the relevance of coupling parameters we study the behavior of the RG-flow which is shown to be influenced by competition between two characteristic lengths of the system. We also calculate the momentum dependent self-energy and study its dependence on both length scales. In the second part we apply the FRG-formalism to systems of interacting bosons in the phase with spontaneously broken U(1)-symmetry in arbitrary spatial dimensions at zero temperature. We use a truncation scheme based on a new non-local potential approximation which satisfy both exact relations postulated by Hugenholtz and Pines, and Nepomnyashchy and Nepomnyashchy. We study the RG-flow of the model, discuss different scaling regimes, calculate the single-particle spectral density function of interacting bosons and extract both damping of quasi-particles and spectrum of elementary excitations from the latter.
This thesis demonstrates the advancement of PELDOR spectroscopy beyond its original design of distance measurements in order to disentangle a maximum amount of information additionally encoded in the PELDOR data. In particular, the successful synthesis of novel polynitroxide radicals is described as well as the extraction of the relative orientation of spin labels, conformational flexibility and the separation of dipolar and exchange coupling via orientation selective PELDOR measurements in combination with PESIM based simulations. Moreover, the method of PELDOR "Spin Counting" was experimentally validated.
Zusammenfassung Die Alzheimersche Krankheit (AD) ist mit 60% die am häufigsten auftretende Art der Demenz. Weltweit sind ca. 24 Mio. Menschen von der neurodegenerativen Krankheit betroffen, welche sich durch den Verlust der kognitiven Fähigkeiten auszeichnet. Es gibt zwei Ausprägungen der Demenz, zum einen die sporadische Verlaufsform, die bei Menschen in einem Alter ab 65 Jahren auftritt und zum anderen die familiäre Alzheimersche Krankheit (FAD), die schon weitaus jüngere Menschen betrifft und auf genetische Mutationen zurück zu führen ist. Beide Formen der Demenz zeigen den gleichen neuropathologische Phänotyp, der zur Ausbildung von extrazellulären Plaques und intrazellulären Neurofibrillen führt. Durch die Entstehung der Plaques und der Neurofibrillen werden die Verbindungen zwischen den einzelnen Neuronen verringert und die Neuronen sterben ab. Für das Auftreten der FAD sind Mutationen in den Genen des Amyloid Vorläufer Proteins (APP, Substrat) sowie der Aspartatprotease Einheit des γ-Sekretase Komplexes, Presenilin 1 (PS1) oder Presenilin 2 (PS2), verantwortlich. Die γ-Sekretase ist ein membranständiger Komplex bestehend aus den vier Untereinheiten PS1 oder PS2, Nicastrin (Nct), Aph-1 und Pen-2. Um ausreichende Informationen über den γ-Sekretase Komplex bezüglich seiner Interaktionsflächen, seines Katalysemechanismus und seiner Substraterkennung zu erhalten, wäre es hilfreich seine 3 Dimensionale Struktur aufzuklären, wozu große Mengen der sauberen und homogenen Proteine benötigt werden. Die Herstellung von ausreichenden Proteinmengen stellt derzeit aber einen Engpass für die strukturelle und funktionelle Charakterisierung des γ-Sekretase Komplexes in-vitro dar. Alzheimer’s disease (AD) is the most common cause of dementia, which affects 24 million people worldwide. It is a neurodegenerative disorder, which occurs either in its most common form in people over 65 years or in the rare early-onset familial AD (FAD). Responsible for the autosomal dominant FAD are mutations in the genes encoding for the β-amyloid precursor protein (APP) and the two homologues integral membrane proteins Presenilin 1 (PS1) and Presenilin 2 (PS2). The two PSs are major but alternative components of the intramembrane aspartyl protease γ-secretase. Further components are the membrane proteins Nicastrin (Nct), Aph-1 and Pen-2. Production of sufficient amounts of protein samples is still the major bottleneck for the detailed functional and structural in-vitro characterization of the γ-secretase complex. Due to toxicity, stability and targeting problems, the overproduction of MPs in conventional in-vivo systems often has only limited success. Therefore, efficient expression protocols using the cell-free (CF) system were established in this work. After optimization, I was able to produce up to milligram amounts of the single proteins PS1 and PS2, the cleavage products PS1-NTF and PS1-CTF, and Pen-2. The in-vitro produced γ-secretase subunits were further characterized, concerning their purity, secondary fold, thermal stability and homogeneity. Highest purities with over 90% after affinity chromatography could be achieved for PS1-CTF and Pen-2. Reconstitution of PS1, PS1-NTF, PS1-CTF and Pen-2 into E. coli liposomes results in a homogeneously distribution, which gives evidence for a structural folding. This was confirmed by CD spectroscopy of PS1-CTF and Pen-2. The thermal stability of Pen-2 shows a transition at 68°C, whereas PS1-CTF is stable up to 95°C. Both proteins show in addition homogeneous elution profiles investigated by analytical SEC and exhibit a monomeric (Pen-2) or dimeric (PS1-CTF) character analyzed by blue native PAGE. Different methods were performed to get evidence about the assembly of the complex, like pull-down experiments, immunoprecipitation, co-expression of radioactive labeled subunits and titration assays by liquid-state NMR. First hints for an interaction of the CF synthesized proteins could be observed by co-expression. Supplemental, Pen-2 and CTF could be purified in sufficient amounts and to apparent homogeneity that allow structural approaches by X-ray crystallography and liquid-state NMR spectroscopy. First conditions for protein crystals were achieved for Pen-2 and structural investigations of PS1-CTF by liquid-state NMR could be performed after optimization of the expression-, purification- and detergent conditions.