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In the recent years, translational studies comparing imaging data of animals and humans have gained increasing scientific interests with crucial findings stemming from both, human and animal work. In order to harmonize statistical analyses of data from different species and to optimize the transfer of knowledge between them, shared data acquisition protocols and combined statistical approaches have to be identified. Following this idea, methods of data analysis, which have until now mainly been used to model neural responses of electrophysiological recordings from rodent data, were applied on human hemodynamic responses (i.e. Blood-Oxygen-Level-Dependent BOLD signal) as measured via functional magnetic resonance imaging (fMRI).
At the example of two attention and impulsivity networks, timing dynamics and amplitude of the fMRI signal were determined (study 1). Study 2 described the same parameters frequency-specifically, and in study 3, the complexity of neural processing was quantified in terms of fractality. Determined parameters were compared with regard to the subjects’ task performance / impulsivity to validate findings with regard to reports of the current scientific debate.
In a general discussion, overlapping as well as additional information of methodological approaches were discussed with regard to its potential for biomarkers in the context of neuropsychiatric disorders.
In the recent years, translational studies comparing imaging data of animals and humans have gained increasing
scientific interests with crucial findings stemming from both, human and animal work. In order to harmonize
statistical analyses of data from different species and to optimize the transfer of knowledge between them, shared
data acquisition protocols and combined statistical approaches have to be identified. Following this idea, methods
of data analysis, which have until now mainly been used to model neural responses of electrophysiological
recordings from rodent data, were applied on human hemodynamic responses (i.e. Blood-Oxygen-Level-
Dependent BOLD signal) as measured via functional magnetic resonance imaging (fMRI).
At the example of two attention and impulsivity networks, timing dynamics and amplitude of the fMRI signal were
determined (study 1). Study 2 described the same parameters frequency-specifically, and in study 3, the
complexity of neural processing was quantified in terms of fractality. Determined parameters were compared with
regard to the subjects’ task performance / impulsivity to validate findings with regard to reports of the current
scientific debate.
In a general discussion, overlapping as well as additional information of methodological approaches were
discussed with regard to its potential for biomarkers in the context of neuropsychiatric disorders.
Cardiovascular diseases are considered the leading cause of death worldwide according to the World Health Organization. Heart failure is the last stage of most of these diseases, where loss of myocardium leads to architectural and functional decline.
The definitive treatment option for patients with CVDs is organ or tissue transplantation, which relies on donor availability. Therefore, generating an autologous bioengineered myocardium or heart could overcome this limitation. In addition, generating cardiac patches will provide ventricular wall support and enable reparative stem cells delivery to damaged areas. Although many hurdles still exist, a good number of researches have attempted to create an engineered cardiac tissue which can induce endogenous cardiac repair by replacing damaged myocardium.
The present study provided cardiac patches in two models, one by a detergent coronary perfusion decellularization protocol that was optimized, and the other that resulted in a 3D cell-free extracellular matrix with intact architecture and preserved s-glycosaminoglycan and vasculature conduits. Perfusion with 1% Sodium dodecyle sulfate (SDS) under constant pressure resulted in cell-free porcine scaffold within two and cell-free rat scaffold in 7 days, whereas scaffold perfused with 4% sodium deoxycholate (SDO) was not able to remove cells completely. Re-reendothelialization of tissue vasculature was obtained by injecting human microvascular endothelial cell and human fibroblast in 2:1 ratio in a dynamic culture. One-week later, CD31 positive cells and endothelium markers were observed, indicating new blood lining. Moreover, functionality test of re-endothelialized tissue revealed improvement in clotting seen in decellularized tissues. When the tissue was ready to be repopulated, porcine induced pluripotent stem cells (PiPSc) were generated by transfected reprogramming of porcine skin fibroblast and then differentiated to cardiac cells following a robust protocol, for an autologous cardiac tissue model. However, due to the limitation in the PiPSc cell number, alternatively, human induced pluripotent stem cells generated cardiac cells were used.
For reseeding a coculture of human iPSc generated cardiac cells, human mesenchymal stem cells and human fibroblast in 2:1:1 ratio respectively were used in a dynamic culture for 6-8 weeks. Contractions at different areas of the tissue were recorded at an average beating rate of 67 beats/min. In addition, positive cardiac markers (Troponin T), Fibroblast (vemintin), and mesenchymal stem cells (CD90) were detected. Not only that, but by week 3, MSC started differentiating to cardiac cells progressively until few CD90 positive cells were very few by week 6 with increasing troponin t positive cells in parallel. Electrophysiological and drug studies were difficult to obtain due to tissue thickness and limited assessment sources. However, the same construct was established using small intestine submucosa (SISer) scaffold, which recorded a spontaneous beating rate between 0.88 and 1.2 Hz, a conduction velocity of 23.9 ± 0.74 cm s−1, and a maximal contraction force of 0.453 ± 0.015 mN. Moreover, electrophysiological studies demonstrated a drug-dependent response on beating rate; a higher adrenalin frequency was revealed in comparison to the untreated tissue and isoproterenol administration, whereas a decrease in beating rate was observed with propranolol and untreated tissue.
The present study demonstrated the establishment of vascularized cardiac tissue, which can be used for human clinical application.
Arrhythmogene Kardiomyopathie (ACM) ist eine genetische Herzerkrankung, die durch Herzinsuffizienz, ventrikuläre Arrhythmien und plötzlichen Herztod gekennzeichnet ist. Mutationen in desmosomalen Proteinen der Zelladhäsion, wie Plakophilin 2 (PKP2) und Plakoglobin (PG), sind die häufigste Ursache der familiären ACM. Wie gestörte Zelladhäsion zum ACM-Phänotyp führt, ist jedoch nur teilweise geklärt. Potentielle Mechanismen sind eine gestörte Kalzium-(Ca2+)-Homöostase, mitochondrialer oxidativer Stress und metabolische Störungen. Ziel dieser Studie ist es, die mitochondriale Energetik und die Ca2+ -Homöostase in kardio-restriktiven PKP2-Knockout-Mäusen (KO) im Alter von 4, 8 und 12 Wochen sowie in PG-Knockout- Mäusen im Alter von 6 Wochen zu untersuchen. Vier Wochen alte PKP2-KO-Mäuse zeigten frühe Anzeichen von ACM, während alle anderen Altersgruppen typische Kennzeichen von ACM rekapitulierten. Kontraktilität, die damit verbundenen Ca2+ - Transienten, der Redoxstatus und das mitochondriale Membranpotenzial (ΔΨm) isolierter Kardiomyozyten wurden mit einem IonOptix-System bei elektrischer und β- adrenerger Stimulation untersucht. Alle desmosomalen KO-Kardiomyozyten zeigten eine verringerte diastolische Sarkomerlänge, was auf eine diastolische Dysfunktion hinwies. In allen PKP2 KO Kardiomyozyten lag außerdem ein erhöhter intrazellulärer Ca2+ -Spiegel vor, während in den PG KO-Kardiomyozyten das intrazellulärer Ca2+ unverändert war. PKP2 KO- und PG KO-Kardiomyozyten wiesen keine Ca2+ - Sensibilisierung der Myofilamente auf. Zur weiteren Bewertung der mitochondrialen Funktion wurde eine hochauflösende Respirometrie in isolierten Herzmitochondrien bei gleichzeitiger Überwachung von ΔΨm in PKP2 KO und PG KO Mäusen durchgeführt, welche in allen Versuchs- und Kontrollgruppen vergleichbar war. Im Verlauf der Versuche blieb der Redoxstatus stabil und es konnte kein Exzess reaktiver Sauerstoffspezies (ROS) festgestellt werden. Daraus konnte gefolgert werden, dass weder PKP2 KO noch PG KO-Mäuse eine beeinträchtigte mitochondriale Atmung aufwiesen. Diese Studie zeigt, dass isolierte PKP2 KO- oder PG KO-Kardiomyozyten EC-Kopplungsdefekte ohne mitochondriale Dysfunktion aufwiesen. Eine mitochondriale Dysfunktion konnte als treibender Faktor für die Progression des ACM- Phänotyps in den vorgestellten Mausmodellen ausgeschlossen werden. Weitere Studien sind erforderlich, um die mitochondriale Funktion im Zusammenhang mit ACM zu entschlüsseln.
Melanoma arises from the malignant transformation of melanocytes and is one of the most aggressive forms of human cancer. In fish of the genus Xiphophorus, melanoma development, although very rarely, happens spontaneously in nature and can be induced by interspecific crossing. The oncogenic receptor tyrosine kinase, Xmrk, is responsible for melanoma formation in these fishes. Since Xiphophorus are live-bearing fishes and therefore not compatible with embryonic manipulation and transgenesis, the Xmrk melanoma model was brought to the medaka (Oryzias latipes) system. Xmrk expression under the control of the pigment cell specific mitf promoter leads to melanoma formation with 100% penetrance in medaka. Xmrk is an orthologue of the human epidermal growth factor receptor (EGFR) and activates several downstream signaling pathways. Examples of these pathways are the direct phosphorylation of BRAF and Stat5, as well as the enhanced transcription of C-myc. BRAF is a serine-threonine kinase which is found mutated at high frequencies in malignant melanomas. Stat5 is a transcription factor known to be constitutively activated in fish melanoma. C-myc is a transcription factor that is thought to regulate the expression of approximately 15% of all human genes and is involved in cancer progression of a large number of different tumors. To gain new in vivo information on candidate factors known to be involved in melanoma progression, I identified and analysed BRAF, Stat5 and C-myc in the laboratory fish model system medaka. BRAF protein motifs are highly conserved among vertebrates and the results of this work indicate that its function in the MAPK signaling is maintained in medaka. Transgenic medaka lines carrying a constitutive active version of BRAF (V614E) showed more pigmented skin when compared to wild type. Also, some transiently expressing BRAF V614E fishes showed a disrupted eye phenotype. In addition, I was able to identify two Stat5 copies in medaka, named Stat5ab/a and Stat5ab/b. Sequence analysis revealed a higher similarity between both Stat5 sequences when compared to either human Stat5a or Stat5b. This suggests that the two Stat5 copies in medaka arose by an independent duplication processes. I cloned these two Stat5 present in medaka, produced constitutive active and dominant negative gene versions and successfully established transgenic lines carrying each version under the control of the MITF promoter. These lines will help to elucidate questions that are still remaining in Stat5 biology and its function in melanoma progression, like the role of Stat5 phosphorylation on tumor invasiveness. In a third project during my PhD work, I analysed medaka C-myc function and indentified two copies of this gene in medaka, named c-myc17 and c-myc20, according to the chromosome where they are located. I produced conditional transgenic medaka lines carrying the c-myc17 gene coupled to the hormone binding domain of the estrogen receptor to enable specific transgene activation at a given time point. Comparable to human C-myc, medaka C-myc17 is able to induce proliferation and apoptosis in vivo after induction. Besides that, C-myc17 long-term activation led to liver hyperplasia. In summary, the medaka models generated in this work will be important to bring new in vivo information on genes involved in cancer development. Also, the generated transgenic lines can be easily crossed to the melanoma developing Xmrk medaka lines, thereby opening up the possibility to investigate their function in melanoma progression. Besides that, the generated medaka fishes make it possible to follow the whole development of melanocytes, since the embryos are transparent and can be used for high throughput chemical screens.
Pro-migratory signals mediated by the tumor microenvironment contribute to the cancer progression cascade, including invasion, metastasis and resistance to therapy. Derived from in vitro studies, isolated molecular steps of cancer invasion programs have been identified but their integration into the tumor microenvironment and suitability as molecular targets remain elusive. The purpose of the study was to visualize central aspects of tumor progression, including proliferation, survival and invasion by real-time intravital microscopy. The specific aims were to monitor the kinetics, mode, adhesion and chemoattraction mechanisms of tumor cell invasion, the involved guidance structures, and the response of invasion zones to anti-cancer therapy. To reach deeper tumor regions by optical imaging with subcellular resolution, near-infrared and infrared excited multiphoton microscopy was combined with a modified dorsal skinfold chamber model. Implanted HT-1080 fibrosarcoma and B16/F10 and MV3 melanoma tumors developed zones of invasive growth consisting of collective invasion strands that retained cell-cell contacts and high mitotic activity while invading at velocities of up to 200 μm per day. Collective invasion occurred predominantly along preexisting tissue structures, including blood and lymph vessels, collagen fibers and muscle strands of the deep dermis, and was thereby insensitive to RNAi based knockdown and/or antibody-based treatment against β1 and β3 integrins, chemokine (SDF-1/CXCL12) and growth factor (EGF) signaling. Therapeutic hypofractionated irradiation induced partial to complete regression of the tumor main mass, yet failed to eradicate the collective invasion strands, suggesting a microenvironmentally privileged niche. Whereas no radiosensitization was achieved by interference with EGFR or doxorubicin, the simultaneous inhibition of β1 and β3 integrins impaired cell proliferation and survival in spontaneously growing tumors and strongly enhanced the radiation response up to complete eradication of both main tumor and invasion strands. In conclusion, collective invasion in vivo is a robust process which follows preexisting tissue structures and is mainly independent of established adhesion and chemoattractant signaling. Due to its altered biological response to irradiation, collective invasion strands represent a microenvironmentally controlled and clinically relevant resistance niche to therapy. Therefore supportive regimens, such as anoikisinduction by anti-integrin therapy, may serve to enhance radio- and chemoefficacy and complement classical treatment regimens.
Introduction.
Mobile health (mHealth) integrates mobile devices into healthcare, enabling remote monitoring, data collection, and personalized interventions. Machine Learning (ML), a subfield of Artificial Intelligence (AI), can use mHealth data to confirm or extend domain knowledge by finding associations within the data, i.e., with the goal of improving healthcare decisions. In this work, two data collection techniques were used for mHealth data fed into ML systems: Mobile Crowdsensing (MCS), which is a collaborative data gathering approach, and Ecological Momentary Assessments (EMA), which capture real-time individual experiences within the individual’s common environments using questionnaires and sensors. We collected EMA and MCS data on tinnitus and COVID-19. About 15 % of the world’s population suffers from tinnitus.
Materials & Methods.
This thesis investigates the challenges of ML systems when using MCS and EMA data. It asks: How can ML confirm or broad domain knowledge? Domain knowledge refers to expertise and understanding in a specific field, gained through experience and education. Are ML systems always superior to simple heuristics and if yes, how can one reach explainable AI (XAI) in the presence of mHealth data? An XAI method enables a human to understand why a model makes certain predictions. Finally, which guidelines can be beneficial for the use of ML within the mHealth domain? In tinnitus research, ML discerns gender, temperature, and season-related variations among patients. In the realm of COVID-19, we collaboratively designed a COVID-19 check app for public education, incorporating EMA data to offer informative feedback on COVID-19-related matters. This thesis uses seven EMA datasets with more than 250,000 assessments. Our analyses revealed a set of challenges: App user over-representation, time gaps, identity ambiguity, and operating system specific rounding errors, among others. Our systematic review of 450 medical studies assessed prior utilization of XAI methods.
Results.
ML models predict gender and tinnitus perception, validating gender-linked tinnitus disparities. Using season and temperature to predict tinnitus shows the association of these variables with tinnitus. Multiple assessments of one app user can constitute a group. Neglecting these groups in data sets leads to model overfitting. In select instances, heuristics outperform ML models, highlighting the need for domain expert consultation to unveil hidden groups or find simple heuristics.
Conclusion.
This thesis suggests guidelines for mHealth related data analyses and improves estimates for ML performance. Close communication with medical domain experts to identify latent user subsets and incremental benefits of ML is essential.
Frizzled (FZD) are highly conserved receptors that belong to class F of the G protein-coupled receptor (GPCR) superfamily. They are involved in a great variety of processes during embryonic development, organogenesis, and adult tissue homeostasis. In particular, FZD5 is an important therapeutic target due to its involvement in several pathologies, such as tumorigenesis. Nevertheless, little is known regarding the activation of FZD receptors and the signal initiation, and their GPCR nature has been debated. In order to investigate the activation mechanism of these receptors, FRET (Förster Resonance Energy Transfer)-based biosensors for FZD5 have been developed and characterized. A cyan fluorescent protein (CFP) was fused to the C-terminus of the receptor and the specific FlAsH-binding sequence (CCPGCC) was inserted within the 2nd or the 3rd intracellular loop. Single-cell FRET experiments performed using one of these sensors, V5-mFZD5-FlAsH436-CFP, reported structural rearrangements in FZD5 upon stimulation with the endogenous ligand WNT-5A. These movements are similar to those observed in other GPCRs using the same technique, which suggests an activation mechanism for FZD reminiscent of GPCRs. Furthermore, stimulation of the FZD5 FRET-based sensor with various recombinant WNT proteins in a microplate FRET reader allowed to obtain concentration-response curves for several ligands, being possible to distinguish between full and partial agonists. This technology allowed to address the selectivity between WNTs and FZD5 using a full-length receptor in living cells. In addition, G protein FRET-based sensors revealed that WNT-5A specifically induced Gαq activation mediated by FZD5, but not Gαi activation. Other WNT proteins were also able to induce Gαq activation, but with lower efficacy than WNT-5A. In addition, a dual DAG/calcium sensor further showed that WNT-5A stimulation led to the activation of the Gαq-dependent signaling pathway mediated by FZD5, which outcome was the activation of Protein Kinase C (PKC) and the release of intracellular calcium. Altogether, these data provide evidence that the activation process of FZD5 resembles the general characteristics of class A and B GPCR activation, and this receptor also mediates the activation of the heterotrimeric Gαq protein and its downstream signaling pathway. In addition, the FZD5 receptor FRET-based sensor provides a valuable tool to characterize the pharmacological properties of WNTs and other potential ligands for this receptor.
In this work we wanted to investigate the role of NFATc1 in lymphocyte physiology and in pathological conditions (eg. psoriasis). NFATc1 is part of the signal transduction
pathways that regulates B cells activation and function. NFATc1 has different isoforms that are due to different promoters (P1 and P2), polyadenylation and alternative splicing. Moreover, we tried to elucidate the points of interactions between the NFAT and the NF-κB pathways in
activated B-cell fate. NFAT and NF-κB factors share several properties, such as a similar mode of induction and architecture in their DNA binding domain. We used mice which over-express a constitutive active version of NFATc1/α in their B cells with -or without- an ablated IRF4. IRF4 inhibits cell cycle progression of germinal center B cell-derived Burkitt’s lymphoma cells and
induces terminal differentiation toward plasma cells. Our experiments showed that a ‘double hit’ in factors affecting B cell activation (NFATc1 in this case) and late B cell Differentiation (IRF4 in this case) alter the development of the B cells, lead to increase in their numbers and increase in stimulation induced proliferation. Therefore, the overall picture indicates a link between these 2 genes and probable carcinogenic alterations that may occur in B cells.
We also show that in splenic B cells, c-Rel (of the NF-κB canonical pathway) Support the induction of NFATc1/αA through BCR signals. We also found evidence that the lack of NFATc1 affects the expression of Rel-B (of the NF-κB non-canonical pathway). These data suggest a tight interplay between NFATc1 and NF-κB in B cells, influencing the competence of B cells and their functions in peripheral tissues.
We also used IMQ-induced psoriasis-like inflammation on mice which either lack NFATc1 from B cell. Psoriasis is a systemic chronic immunological disease characterized
primarily by abnormal accelerated proliferation of the skin keratinocytes. In psoriasis, the precipitating event leads to immune cell activation. Our experiments showed that NFATc1 is needed for the development of psoriasis. It also showed that IL-10 is the link that enables NFAT
from altering the B cell compartment (eg Bregs) in order to affect inflammation. The important role of B cell in psoriasis is supported by the flared up psoriasis-like inflammation in mice that lack B cells. Bregs is a special type of B cells that regulate other B cells and T cells; tuning the immunological response through immunomodulatory cytokines.
This work developed during the first funding period of the subproject B05 in the framework of the interdisciplinary research consortium TRR 225 ‘From the Fundamentals of Biofabrication toward functional Tissue Models’ and was part of a cooperation between the Orthopedic Department represented by Prof. Dr. Regina Ebert and the Institute of Organic Chemistry represented by Prof. Dr. Jürgen Seibel.
This project dealed with cellular behavior during the bioprinting process and how to influence it by modifying the cell glycocalyx with functional target molecules. The focus was on the impact of potential shear stress, that cells experience when they get processed in thermoresponsive bioinks, and a way to increase the cell stiffness via metabolic glycoengineering to attenuate shear forces. For the characterization of the metabolic glycoengineering, four different peracetylated and four non-acetylated modified monosaccharides (two mannose and two sialic acid sugars) were tested in primary human mesenchymal stromal cells (hMSC) and telomerase-immortalized hMSC (hMSC-TERT). Viability results demonstrated a dose-dependent correlation for all sugars, at which hMSC-TERT seemed to be more susceptible leading to lower viability rates. The assessment of the incorporation efficiencies was performed by click chemistry using fluorescent dyes and revealed also a dose-dependent correlation for all mannose and sialic acid sugars, while glucose and galactose variants were not detected in the glycocalyx. However, incorporation efficiencies were highest when using mannose sugars in the primary hMSC. A subsequent analysis of the temporal retention of the incorporated monosaccharides showed a constant declining fluorescence signal up to 6 d for azido mannose in hMSC-TERT, whereas no signal could be detected for alkyne mannose after 2 d. Investigation of the differentiation potential and expression of different target genes revealed no impairment after incubation with mannose sugars, indicating a normal phenotype for hMSC-TERT. Following the successful establishment of the method, either a coumarin derivative or an artificial galectin 1 ligand were incorporated into the cell glycocalyx of hMSC-TERT as functional target molecule. The biophysical analysis via shear flow deformation cytometry revealed a slightly increased cell stiffness and lowered fluidity for both molecules. A further part of this project aimed to control lectin-mediated cell adhesion by artificial galectin 1 ligands. As that hypothesis was settled in the work group of Prof. Dr. Jürgen Seibel, this work supported with an initial characterization of galectin 1 as part of the hMSC biology. A stable galectin 1 expression at gene and protein level in both hMSC and hMSC-TERT could be confirmed, at which immunocytochemical stainings could detect the protein only in the glycocalyx. The treatment of hMSC-TERT with a galectin 1 ligand in different concentrations did not show an altered gene expression of galectin 1. However, these first data in addition to the investigation of stiffness confirmed the applicability of specific and artificial
IV
galectin 1 ligands in biofabrication approaches to alter cell properties of hMSC. To conclude, metabolic glycoengineering has been successfully implemented in hMSC and hMSC-TERT to introduce glycocalyx modifications which reside there for several days. A proof of concept was carried out by the increase of cell stiffness and fluidity by the incorporation of a coumarin derivative or an artificial galectin 1 ligand.
For the characterization of shear stress impact on cells after printing in thermoresponsive bioinks, the processing of hMSC-TERT (mixing or additionally printing) with Pluronic F127 or Polyoxazoline-Polyoxazine (POx-POzi) polymer solution was investigated. While there were no changes in viability when using POx-POzi bioink, processing with Pluronic F127 indicated slightly lower viability and increased apoptosis activity. Assessment of cellular responses to potential shear stress showed no reorganization of the cytoskeleton independent of the bioink, but highly increased expression of the mechanoresponsive proto-oncogene c Fos which was more pronounced when using Pluronic F127 and just mixed with the bioinks. Interestingly, processing of the mechanoresponsive reporter cell line hMSC-TERT-AP1 revealed slightly elevated mechanotransduction activity when using POx-POzi polymer and just mixed with the bioinks as well. In conclusion, hMSC-TERT embedded in thermoresponsive bioinks might shortly experience shear stress during the printing process, but that did not lead to remarkable cell damage likely due to the rheological properties of the bioinks. Furthermore, the printing experiments also suggested that cells do not sense more shear stress when additionally printed.