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- Graduate School of Life Sciences (22) (remove)
Platelets play a central role in thrombosis, hemostasis, and inflammation. Here, we show that activated platelets release inorganic polyphosphate (polyP), a polymer of 60- 100 phosphate residues that directly bound to and activated the plasma protease factor XII. PolyP-driven factor XII-activation triggered release of the inflammatory mediator bradykinin by plasma kallikrein-mediated kininogen processing. PolyP increased vascular permeability and induced fluid extravasation in skin microvessels of mice. Mice deficient in factor XII or bradykinin receptors were resistant to polyP-induced leakage. PolyP initiated clotting of plasma via the contact pathway. Ablation of intrinsic coagulation pathway proteases factor XII and factor XI protected mice from polyPtriggered lethal pulmonary embolism. Targeting polyP with phosphatases interfered with procoagulant activity of activated platelets and blocked platelet-induced thrombosis in mice. Infusion of polyP restored defective plasma clotting of Hermansky- Pudlak Syndrome patients, which lack platelet polyP. The data identify polyP as a new class of mediator having fundamental roles in platelet-driven proinflammatory and procoagulant disorders.
This thesis is divided into three parts with the main goal allocating novel antimicrobial compounds that could be used as future antibiotics. The first part aimed to evaluate the potential of plant suspension cultures for the production of antimicrobial proteins. The extracellular, intracellular and cell wall bound fractions of seven heterotrophic and photomixotrophic plant cell suspension cultures treated with nine different elicitors were tested for the elicitor dependent production of antimicrobial proteins. Bioactivities were tested against a selected panel of human isolates including Gram-positive and Gram-negative bacteria as well as fungi using the disc diffusion assay. The intracellular fractions of elicited cell cultures were more active than extracellular fractions while the cell wall bound fractions showed lowest activities. Among the 21 fractions tested, the intracellular fraction of Lavendula angustifolia elicited with DC3000 was most active against Candida maltosa. The second most active fraction was the intracellular fraction of Arabidopsis thaliana elicited with salicylic acid which was moreover active against all test strains. The antimicrobial activity of elicited Arabidopsis thaliana cell cultures was tested by bioautography to locate the antimicrobial proteins in the crude extract. The intracellular fraction of photomixotrophic Arabidopsis thaliana cells elicited with salicylic acid was selected for further gel filtration chromatography on S-200 column leading to the purification of one 19 kDa antimicrobially active protein, designated, AtAMP. Our findings suggest that elicited plant cell cultures may present a new promising alternative source of antimicrobial proteins. The second part comprises the isolation of actinomycetes associated with marine sponges and testing the bioactivities of new species for further investigations. Actinobacterial communities of eleven taxonomically different sponges that had been collected from offshore Ras Mohamed (Egypt) and from Rovinj (Croatia) were investigated by a culture-based approach using different standard media for isolation of actinomycetes and media enriched with aqueous sponge extract to target rare and new actinomycete species. Phylogenetic characterization of 52 representative isolates out of 90 based on almost complete sequences of genes encoding 16S rRNA supported their assignment to 18 different actinomycete genera. Altogether 14 putatively new species were identified based on sequence similarity values below 98.2% to other strains in the NCBI database. The use of M1 agar amended with aqueous sponge extract yielded a putative new genus related to Rubrobacter which highlighting the need for innovative cultivation protocols. Biological activity testing showed that five isolates were active against Gram-positives only, one isolate was active against Candida albicans only and one isolate showed activity against both groups of pathogens. Moreover, the antiparasistic activity was documented for four isolates. These results showed a high diversity of actinomycetes associated with marine sponges as well as highlighted their potential to produce anti-infective agents. The third part of the thesis focused on the isolation and structure elucidation of new bioactive compounds. Streptomyces strain RV15 recovered from sponge Dysidea tupha, was selected for further chemical analysis by virtue of the fact that it exhibited the greatest antimicrobial potential against Staphylococcus aureus as well as Candida albicans among the all tested strains. Moreover, members of the genus Streptomyces are well known as prolific producers of interesting pharmacologically active metabolites. Chemical analysis of the methanolic crude extract using different chromatographic tools yielded four new compounds. The structures of the new compounds were spectroscopically elucidated to be four new cyclic peptides, namely, cyclodysidins A-D. Their bioactivity was tested against different proteases, bacteria and Candida as well as tumor cell lines. The compounds did not show any significant activities at this point.
Characterization of allosteric mechanisms on the M2 and M4 mACh receptor using the FRET-technique
(2010)
Allosteric modulators have been proposed as promising new compounds to modify protein function. Allosteric binding sites have been discovered for several G-protein-coupled receptors, including M1-5 muscarinic receptors. Since these receptors play a pivotal role in the regulation of a plethora of organ functions, it is particularly important to investigate the mechanisms of allosteric modulation. To study molecular mechanisms of allosteric modulation in the M2 muscarinic receptor, a new FRET-based sensor was designed. CFP fused to the C-terminus of the receptor and a small fluorescent compound FlAsH, which labels a specific binding sequence in the third intracellular loop, were used as donor and acceptor fluorophores, respectively. The first part of the study was to design a functional FRET receptor sensor. After several optimization steps the constructs FLAG-M2-sl3-FlAsH-GSGEG-CFP and HA-FLAG-M2-sl3-FlAsH-GSGEG-CFP were generated which showed good cell-surface expression, robust changes in FRET and the ability to deliver reproducible data. The second part of this thesis sought to elucidate the mechanisms of the allosteric ligand binding and their effects on the receptor conformation. The described modifications, which were introduced in the wild type M2 mAChR to create the FRET sensor can alter receptor functionality and influence receptor expression. Radioligand binding studies revealed that the used transfection method provided sufficient receptor expression but, unfortunately, about 60 % of the FLAG-M2-sl3-FlAsH-GSGEG-CFP receptor remains in the cytosol. However, this was sufficient to perform FRET experiments. Patch clamp GIRK-measurements with acetylcholine evinced that the new M2-sensor was able to activate Gi-proteins. Also, radioligand-binding assays with the second construct HA-FLAG-M2-sl3-FlAsH-GSGEG-CFP showed ligand affinity comparable to the wildtype receptor. Furthermore inhibition of forskolin-stimulated cAMP production was indistinguishable from the behaviour of the wildtype receptor. According to that, the full functionality of both receptor constructs could be confirmed. FRET measurements with the full muscarinic receptor agonists carbachol and acetylcholine confirmed that the FLAG-M2-sl3-FlAsH-GSGEG-CFP receptor construct showed rapid changes in FRET upon addition of both ligands, which were concentration-dependent. Concentration response curves and the resulting EC50 values of both agonists were similar to those already published in literature. In addition, the orthosteric antagonists atropine and methoctramine inhibited the FRET changes induced by the agonists. This inhibition was significantly faster than the washout kinetics, pointing to an active displacement of the agonists by the antagonists. Allosteric ligands gallamine, tacrine and dimethyl-W84 did not alter receptor conformation when added without an orthosteric ligand. However, when applied in addition to muscarinic agonists, all three substances inhibited the FRET-signal. The extent of this inhibition was dependent on the used concentration of the allosteric ligands. These results reveal that conformational changes brought about by allosteric ligands can be measured with the FRET technique. Furthermore real-time FRET-based kinetic measurements could be performed in living cells and showed that the allosteric ligands gallamine and dimethyl-W84 alter receptor conformation significantly faster than the antagonists atropine and methoctramine. This data indicate that allosteric ligands actively induce the conformational changes in the receptor.
Characterization of tolerogenic rat bone marrow-derived dendritic cells and regulatory T cells
(2010)
Tolerogenic dendritic cells (DC) and regulatory T (Treg) cells are able to prevent destructive immune responses. There is reason to hope that it may soon be possible to use DC and Treg cells to suppress immune responses antigen-specific, not only after transplantation, but also in the case of autoimmunity and allergy. At the moment, the generation of such cell types is very time-consuming and not suitable for clinical routine. In addition, it is not yet fully understood how these cells elicit a desired protective immune response in vivo and how the risks of an excessive immune suppression can be managed. The rat is one of the most important animal models in biomedical research. It is therefore surprising that tolerogenic DC and Treg cells in particular have not been more thoroughly investigated in this model. Thus, the aim of the present study was to systematically characterize these immune cells and investigate their impact on the immune system. Tolerogenic DC were generated from bone marrow precursors cultured with GM-CSF and IL-4 (= IL-4 DC). The proportion of naturally occurring Treg cells with a CD4posCD25posFoxp3pos phenotype comprises approximately 5-8% of the peripheral CD4pos T cells. The characterization of IL-4 DC revealed an up to 26-fold reduced expression of surface molecules such as MHC class II molecules, CD80, CD86, ICAM-1 and CD25 in comparison to mature splenic DC (S-DC). This low expression did not change when the cells where stimulated with different maturation-inducing signals such as replating, LPS, TNF- α and CD40L. Thus, these cells possess a robust phenotype resistant to maturation-inducing stimuli. IL-4 DC take up antigen via endocytosis and are not able to activate naïve T cells or to restimulate antigen-specific T cells. Furthermore, they are able to inhibit and prolongate mature S-DC induced T cell proliferation as well as mature S-DC induced restimulation of antigen-specific T cells, respectively. Thereby, the T cell proliferation was reduced up to 95%. This strong inhibitory effect was mediated within 24 hours in association with a reduced cytokine production (IL-2 about 49% and IFN-γ about 92%). The inhibitory properties of IL-4 DC don´t seem to be caused exclusively by the reduced expression of co-stimulatory molecules. In this study, the detection of the inhibitory molecules PD-L1 and PD-L2 on IL-4 DC suggests they have an impact on mediating inhibitory signals to the T cells. In addition, a suppressive effect of soluble factors was shown. The supernatant of one million IL-4 DC, collected after a 24 hour culture, suppressed mature S-DC induced proliferation of naïve T cells by about 90%. TGF-β, which was detected in the supernatant (up to 300 pg/ml), appears to be the causing soluble factor for this immune inhibition. By contrast, the supernatants of mature S-DC, which did not inhibit the activation of T cells, showed a TGF-β concentration of only about 100 pg/ml. The cytotoxic nitric oxide does not contribute to the IL-4 DC-mediated inhibition of T cell proliferation. The NO synthase inhibitor NMMA reduced the amount of NO by about 50%, but the decreased NO levels did not influence T cell proliferation. Indeed, IL-4 DC are not able to induce T cell proliferation, but this doesn´t mean that there is no change on the molecular level. For instance, T cells co-cultured with IL-4 DC during a first culture are not able to proliferate in the presence of mature S-DC during a second culture. This anergic-like state, however, could be abolished by adding exogenous IL-2. In addition, T cells co-cultured with IL-4 DC are able to inhibit the activation of naïve T cells. Naïve and activated T cells were not able to inhibit the mature S-DC induced T cell proliferation. This observation suggests the induction of Treg cells and was investigated in more detail. Indeed, flow cytometric analysis showed a 1.6-fold expansion of CD4posCD25posFoxp3pos T cells from naturally occurring Treg cells in the presence of IL-4 DC. Thereby, the expansion of CD4posCD25posFoxp3pos T cells occurs independently of the maturation state of DC. Both immature IL-4 DC as well as mature S-DC were able to expand the percentage of naturally occurring Treg cells. However, Treg cells pre-incubated with mature S-DC demonstrated a diminished inhibitory effect compared to Treg cells pre-incubated with IL-4 DC. Treg cells pre-incubated with IL-4 DC were able to inhibit the activation of naïve T cells. In this study it was shown that the regulatory potential of DC cannot be deduced solely by their phenotype or maturation state. Other factors, such as functional properties, need to taken into consideration, too. The induction of Treg cells with suppressive properties induced by in vitro generated tolerogenic IL-4 DC might provide an important mechanism for the maintenance of peripheral tolerance. However, for clinical application further investigation is necessary, not only to understand the interactions between tolerogenic DC and Treg cells, but also to investigate the impact of the transfer of a larger quantity of regulatory cells on the immune system of the recipient.
In dieser Arbeit wurde das PVM-Mausmodell verwendet, um die Bedeutung der Typ I und Typ III Interferonantwort für die Pathogenese einer pneumoviralen Infektion zu analysieren. Hierzu wurden zunächst mit Hilfe der reversen Genetik rekombinante PVM-Mutanten hergestellt, bei denen die Gene für die NS-Proteine, welche vermutlich als Interferonantagonisten fungieren, deletiert sind. Die Charakterisierung der Replikationsfähigkeit der rPVM dNS-Mutanten erfolgte in vitro in Interferon-kompetenten und Interferon-inkompetenten Zelllinien. Ein zentraler Schritt innerhalb dieser Charakterisierung war die Untersuchung der Induktion von Interferonen in vivo und in vitro nach Infektion mit den rPVM dNSMutanten, wobei nachgewiesen wurde, dass die NS-Proteine von PVM als Interferonantagonisten fungieren. In allen Interferon-kompetenten Zellkulturen wurde eine Attenuierung von rPVM dNS1, rPVM dNS2 und rPVM dNS1dNS2 bezogen auf rPVM beobachtet. In allen Interferon-inkompetenten Zellkulturen konnte die Attenuierung der rPVM dNS-Mutanten nahezu vollständig revertiert werden. Nach Infektion mit den rPVM dNS-Mutanten wurde in verschiedenen Zelllinien eine Induktion von Typ I und Typ III Interferonen betrachtet, wobei Unterschiede in der Stärke der Interferon-Induktion nach Infektion mit den rPVM dNS-Mutanten vorhanden waren. Zusammenfassend war es möglich, die NS1- und NS2-Proteine von PVM in Analogie zu RSV eindeutig als Antagonisten der Interferonantwort zu identifizieren. Die Untersuchung der protektiven Rolle von Typ I und Typ III Interferonen für die Replikation und Pathogenität von PVM bildete den zweiten Teil dieser Arbeit. Hierzu wurde die Replikationsfähigkeit und Pathogenität der rPVM dNS-Mutanten in verschiedenen Interferon-defizienten Mausstämmen getestet. Die Untersuchungen ergaben eine protektive Rolle von Typ I und Typ III Interferonen bei einer Infektion mit PVM, wobei den Typ I Interferonen ein effektiverer Einfluss zugeordnet werden konnte. Ein Vergleich von Replikation und Virulenz zwischen den verschiedenen Typ I oder Typ III oder Typ I/Typ III Interferonrezeptor-defizienten Mausstämmen belegte eine erhöhte Suszeptibilität der Typ I/Typ III Interferonrezeptor-defizienten Mäuse gegenüber einer Infektion mit den rPVM dNS-Mutanten. Eine vollständige Aufhebung der Attenuierung wurde auch in den Typ I/Typ III Interferonrezeptor-defizienten Mäusen nicht erlangt. Eine anti-apoptotische Funktion der NS-Proteine zusätzlich zu ihrer Wirkungsweise als Interferonantagonisten wurde aufgrund der unvollständigen Revertierung der Pathogenität der rPVM dNS-Mutanten in Typ I/Typ III Interferonrezeptor-defizienten Mäusen vermutet. Der abschließende Teil dieser Dissertation befasste sich mit der Frage, welche Zellen bei einer natürlichen pulmonalen Infektion Interferone in vivo produzieren. In vitro wurde beobachtet, dass überraschenderweise nur sehr wenige virusinfizierte oder uninfizierte Zellen Typ I Interferone bilden. Der Nachweis darüber, welche Zellen während einer pulmonalen Infektion hauptsächlich Interferone in vivo produzieren, war aufgrund der fehlenden Eignung der kommerziell erhältlichen Interferon-Antikörper für intrazelluläre Gewebefärbungen nicht möglich. Dennoch gelang es abschließend durch eine neue Nachweismethode erstmals Zellen mit rezeptorgebundenen Interferon zu identifizieren, wobei es sich um ziliierte Epithelzellen, Alveolarmakrophagen und vermutlich Clarazellen sowie Typ I und Typ II Pneumozyten handelte.
Das ANP/GC-A-System spielt durch die Produktion des sekundären Botenstoffs cGMP eine wichtige Rolle bei der Regulation des Blutdruckes und des Blutvolumens. Bei Patienten mit Herzhypertrophie oder Herzinsuffizienz sind die ANP-Plasmakonzentrationen erhöht, aber die GC-A-vermittelten Effekte stark reduziert, was auf einen Defekt des Signalsystems hinweist. Studien an metabolisch markierten GC-A-überexprimierenden HEK 293-Zellen zeigten, dass der GC-A-Rezeptor im basalen Zustand stark phosphoryliert und die homologe bzw. heterologe Desensitisierung wahrscheinlich mit einer Dephosphorylierung verbunden ist. Die Desensitisierung stellt einen Mechanismus dar, der in vivo zu einem Funktionsverlust des Rezeptors beitragen könnte. Im Rahmen dieser Arbeit konnten mittels Massenspektrometrie sieben Phosphorylierungsstellen in der Kinasehomologen Domäne aus FLAG-GC-A exprimierenden HEK 293-Zellen detektiert werden: Ser487, Ser497, Thr500, Ser502, Ser506, Ser510 und Thr513. Die massenspektrometrische relative Quantifizierung basierend auf der Multiple-Reaction-Monitoring (MRM)-Methode zeigte bei ANP-induzierter, homologer Desensitisierung eine Dephosphorylierung der Phosphorylierungsstellen Ser497, Thr500, Ser502, Ser506, Ser510 und Thr513, was mit bereits publizierten Daten übereinstimmt, und einen starken Anstieg der Phosphorylierung an Ser487. Nach Inkubation mit Angiotensin II, welches eine heterologe Desensitisierung hervorruft, wurde eine Reduzierung aller Phosphorylierungen verzeichnet, die zudem stärker ausgeprägt war als bei der ANP-abhängigen Desensitisierung. Die Funktion der neu identifizierten Phosphorylierung an Ser487 wurde mittels Mutagenese analysiert. Die Substitution des Serins durch Alanin, welche den unphosphorylierten Zustand nachstellt, resultierte in einer Rezeptoraktivität und desensitisierung vergleichbar zum GC-A Wildtyp-Rezeptor. Wurde hingegen Serin gegen Glutamat getauscht, um den phosphorylierten Zustand zu imitieren, konnte der Rezeptor weder aktiviert noch desensitisiert werden. Diese Ergebnisse bestätigen vorherige Studien, dass die GC-A-Rezeptorantwort auf ANP durch die Phosphorylierungen reguliert wird. Allerdings scheint bei der homologen Desensitisierung die Phosphorylierung an der Position Ser487 eine Rolle zu spielen, da sie die Aktivität des Rezeptors inhibiert. Die Identifizierung und Charakterisierung dieser Phosphorylierungsstelle trägt zum Verständnis des Mechanismus der homologen Desensitierung bei. Zusätzlich konnten einige der beschriebenen Phosphorylierungen in Zellsystemen detektiert werden, die die GC-A endogen exprimieren. Dadurch sind unter physiologischen Bedingungen Analysen der Mechanismen möglich, die bei der Aktivierung und Deaktivierung der GC-A involviert sind und somit wichtige pathophysiologische Konsequenzen haben können.
Stem cells with the particular potential to self renew and to differentiate into multiple cell lineages are fascinating cell types for basic and applied research. Pluripotent embryonic stem (ES) cells are derived from the inner cell mass (ICM) of preimplantation embryos. Upon differentiation ES cells can give rise to cells of ecto-, meso- and endoderm including germ cells. In contrast, multipotent adult stem cells are more restricted in their differentiation outcomes,they differentiate into cells of their tissue of origin. For example, hematopoietic stem cells (HSCs) that reside in hemogenic tissues such as the bone marrow (BM) differentiate into hemato-/lymphoid cell lineages. Upon differentiation of stem cells not the genome, but the epigenetic regulation changes. Differentiation-associated epigenetic changes generate cell types with distinct phenotypes and functions. For stem cell-based therapies it is important to deeper understand the relation between epigenome and cellular function. In the scope of this thesis I aimed to analyze cultures of differentiating stem cells with respect to gene expression, chromatin regulation and differentiation potential. For the analysis of global histone modification levels, which represent one mechanism for epigenetic regulation, fow cytometric protocols were established that allow single cell measurements. By applying this methodology decreased histone acetylation levels were shown in differentiated ES cell populations. In contrast, comparable histone acetylation levels were observed in differentiated and undifferentiated BM cells. In addition, I investigated effects of the histone deacetylase (HDAC) inhibitor trichostatin A (TSA) on murine BM cells, comprising also HSCs. Upon TSA treatment the frequency of cells with in vitro and in vivo hematopoietic activity was increased, while lineage committed cells underwent apoptosis. Next, the loss of pluripotency was assessed in differentiating ES cell cultures. Using short-term in vitro differentiation protocols marker-based analyses and functional assays were performed.Functionally pluripotency was diminished after 2 days of differentiation as assessed by colony formation, embryoid body (EB) formation and cardiomyogenic differentiation approaches. In contrast, pluripotency marker expression was reduced at later time points. Further, the application of distinct differentiation systems (aggregation EB, clonal EB or monolayer (ML) culture) had an impact on the progression and homogeneity of differentiation cultures. To further study the end of pluripotency, differentiated ES cells were placed under ES cell culture conditions. The data suggest that 3 days differentiated ES cells had passed a point of no return and failed to regain Oct4-eGFP expression and that HDAC inhibitor treatment selectively killed differentiated ES cells. Finally, I aimed to study the effect of EED - a core subunit of the histone methylating Polycomb repressive complex 2 (PRC2) - on ES cell chromatin and function. ES cells lacking EED showed loss of histone H3 lysine 27 trimethylation (H3K27me3) accompanied by increased histone acetylation and reduced H3K9me3 levels. Despite typical ES cell morphology and pluripotency marker expression, EED knockout (KO) ES cells exhibited altered nuclear heterochromatin organization, delayed chromatin mobility and a failure in proper differentiation. Conclusively, my data provide insights into the epigenetic regulation of stem cells. Particularly, the results suggest that HDAC inhibitor treatment was detrimental for differentiated BM as well as for differentiated ES cells and that ES cells after 3 days of differentiation had lost pluripotency. Further, the data demonstrate that EED KO ES cells self renewed, exhibited morphology and pluripotency marker expression similar to wild type ES cells, but failed to differentiate. This indicates an important role of EED not only for undifferentiated but also for differentiating ES cells.
Development of novel Listeria monocytogenes strains as therapeutic agents for targeted tumor therapy
(2010)
Despite marked progress in development and improvement of cancer therapies the rate of cancer related death remained stable over the last years. Especially in treating metastases alternative approaches supporting current therapies are required. Bacterial and viral vectors have been advanced from crude tools into highly sophisticated therapeutic agents detecting and treating neoplastic leasions. They might be potent enough to fill in this therapeutic demand. In this thesis Listeria monocytogenes was investigated as carrier for targeted bacterial cancer therapy. One part of the study focussed on modification of a functional bacterial mRNA delivery system. Genomic integration of T7 RNA polymerase driving mRNA production allowed reduction to an one-plasmid-system and thereby partially relieved the growth retardation exerted by mRNA delivery. Importantly the integration allowed metabolic attenuation of the mRNA delivery mutant potentially enabling in vivo applications. Further expansion of the bacterial RNA delivery system for transfer of shRNAs was examined. Bacterial mutants producing high amounts of RNA containing shRNA sequences were constructed, however a functional proof of gene silencing on delivery in eukaryotic cell lines was not achieved. The second part of this thesis focussed on increasing tumor colonization by Listeria monocytogenes in vivo. Coating bacteria with antibodies against receptors overexpressed on distinct tumor cell lines enabled specific bacterial internalization into these cells in vitro. Optimization of the bacterial antibody coating process resulted in an up to 104-fold increase of intracellular bacteria. Combination of this antibody-mediated targeting with the delivery of prodrug-converting enzymes showed a cytotoxic effect in cell lines treated with the corresponding prodrug. Since incubation in murine serum completely abrogated antibodymediated bacterial internalization the antibodies were covalently linked to the bacteria for application in xenografted tumor mice. Bacteria coated and crosslinked in this manner showed enhanced tumor targeting in a murine tumor model demonstrating antibodymediated bacterial tumor targeting in vivo. Independent of antibody-mediated tumor targeting the intrinsic tumor colonization of different Listeria monocytogenes mutants was examined. Listeria monocytogenes ΔaroA ΔinlGHE colonized murine melanoma xenografts highly efficient, reaching up to 108 CFU per gram of tumor mass 7 days post infection. Taken together the presented data shows highly promising aspects for potential bacterial application in future tumor therapies. Combination of the delivery systems with antibodymediated- and intrinsic bacterial tumor targeting might open novel dimensions utilizing Listeria monocytogenes as therapeutic vector in targeted tumor therapy.
The aim of this project was to investigate whether reflex-like innate facial reactions to tastes and odors are altered in patients with eating disorders. Qualitatively different tastes and odors have been found to elicit specific facial expressions in newborns. This specificity in newborns is characterized by positive facial reactions in response to pleasant stimuli and by negative facial reactions in response to unpleasant stimuli. It is, however, unclear, whether these specific facial displays remain stable during ontogeny (1). Despite the fact that several studies had shown that taste-and odor-elicited facial reactions remain quite stable across a human’s life-span, the specificity of research questions, as well as different research methods, allow only limited comparisons between studies. Moreover, the gustofacial response patterns might be altered in pathological eating behavior (2). To date, however, the question of whether dysfunctional eating behavior might alter facial activity in response to tastes and odors has not been addressed. Furthermore, changes in facial activity might be linked to deficient inhibitory facial control (3). To investigate these three research questions, facial reactions in response to tastes and odors were assessed. Facial reactions were analyzed using the Facial Action Coding System (FACS, Ekman & Friesen, 1978; Ekman, Friesen, & Hager, 2002) and electromyography.
Integrating neurobiological markers of depression: an fMRI-based pattern classification approach
(2010)
While depressive disorders are, to date, diagnosed based on behavioral symptoms and course of illness, the interest in neurobiological markers of psychiatric disorders has grown substantially in recent years. However, current classification approaches are mainly based on data from a single biomarker, making it difficult to predict diseases such as depression which are characterized by a complex pattern of symptoms. Accordingly, none of the previously investigated single biomarkers has shown sufficient predictive power for practical application. In this work, we therefore propose an algorithm which integrates neuroimaging data associated with multiple, symptom-related neural processes relevant in depression to improve classification accuracy. First, we identified the core-symptoms of depression from standard classification systems. Then, we designed and conducted three experimental paradigms probing psychological processes known to be related to these symptoms using functional Magnetic Resonance Imaging. In order to integrate the resulting 12 high-dimensional biomarkers, we developed a multi-source pattern recognition algorithm based on a combination of Gaussian Process Classifiers and decision trees. Applying this approach to a group of 30 healthy controls and 30 depressive in-patients who were on a variety of medications and displayed varying degrees of symptom-severity allowed for high-accuracy single-subject classification. Specifically, integrating biomarkers yielded an accuracy of 83% while the best of the 12 single biomarkers alone classified a significantly lower number of subjects (72%) correctly. Thus, integrated biomarker-based classification of a heterogeneous, real-life sample resulted in accuracy comparable to the highest ever achieved in previous single biomarker research. Furthermore, investigation of the final prediction model revealed that neural activation during the processing of neutral facial expressions, large rewards, and safety cues is most relevant for over-all classification. We conclude that combining brain activation related to the core-symptoms of depression using the multi-source pattern classification approach developed in this work substantially increases classification accuracy while providing a sparse relational biomarker-model for future prediction.