616 Krankheiten
Refine
Is part of the Bibliography
- yes (383)
Year of publication
Document Type
- Doctoral Thesis (210)
- Journal article (172)
- Preprint (1)
Keywords
- Fabry disease (8)
- HIV (8)
- Biomarker (7)
- Multiples Myelom (7)
- Depression (6)
- Fabry-Krankheit (6)
- Schmerz (6)
- breast cancer (6)
- schizophrenia (6)
- Aspergillus fumigatus (5)
Institute
- Medizinische Klinik und Poliklinik I (52)
- Neurologische Klinik und Poliklinik (48)
- Klinik und Poliklinik für Psychiatrie, Psychosomatik und Psychotherapie (36)
- Graduate School of Life Sciences (32)
- Medizinische Klinik und Poliklinik II (26)
- Theodor-Boveri-Institut für Biowissenschaften (17)
- Kinderklinik und Poliklinik (15)
- Klinik und Poliklinik für Allgemein-, Viszeral-, Gefäß- und Kinderchirurgie (Chirurgische Klinik I) (14)
- Klinik und Poliklinik für Nuklearmedizin (13)
- Pathologisches Institut (13)
Sonstige beteiligte Institutionen
- Institut für Medizinische Mikrobiologie und Hygiene der Eberhard-Karls-Universität Tübingen (1)
- Institut für Neurowissenschaften der Universität Mailand (1)
- Institut für diagnostische und interventionelle Radiologie, Klinikum Ingolstadt (1)
- Klinik für Kinder- und Jugendpsychiatrie, Psychosomatik und Psychotherapie des Leopoldina Krankenhaus Schweinfurt (1)
- Lehrstuhl für Physiologische Chemie (1)
- Medizinische Hochschule Hannover, Kardiologie (1)
- Neurologische Klinik, Klinikum Ingolstadt (1)
- Sahin Lab, F.M. Kirby Neurobiology Center Boston Children’s Hospital, Department of Neurology, Harvard Medical School (1)
- Stellenbosch University - Division of Medical Virology (1)
- Tropenmedizin, Klinikum Würzburg Mitte gGmbH, Missioklinik (1)
ResearcherID
- N-2030-2015 (1)
- N-8985-2015 (1)
Störungen der Ionen- und Blutgas Homöostase mit Verschiebungen von Na+ und K+ in der regionalen Hypoxie sind ein Kennzeichen der experimentellen zerebralen Ischämie, wurden aber in ihrer Bedeutung für Schlaganfallpatienten noch nicht hinreichend untersucht. Wir berichten über eine prospektive, humane Querschnittsstudie an 366 Schlaganfallpatienten, die mit einer endovaskulären Rekanalisation bei einem akuten LVO der vorderen Zirkulation zwischen dem 18.Dezember 2018 und dem 31.August 2020 behandelt wurden. Im Rahmen der vorliegenden Dissertationsarbeit wurden intraprozedural arterielle Blutgasproben (1ml) aus dem lokal ischämischen Kollateralkreislauf und der intraindividuellen systemischen Referenzlokalisation in 51 Patienten gewonnen. Die Probengewinnung mit Hilfe eines Mikrokatheters erfolgte nach einem bereits veröffentlichten Protokoll.
Diese Arbeit weist in der Perakutphase eines Großgefäßverschlusses signifikant nach, dass der lokal ischämische paO2 (-4,29%, paO2ischämisch=185,3 mmHg vs. paO2systemisch=193,6mmHg; p=0,035) und die Konzentration von K+ (-5,49%, K+ischämisch=3,44mmol/L vs. K+systemisch=3,64mmol/L; p=0,0081) signifikant reduziert war. Wir beobachteten, dass der Na+:K+-Quotient in der Kollateralzirkulation (+3,29%; Na+:K+-Quotientischämisch=41,74 vs. Na+:K+-Quotientsystemisch=40,38; p=0,0048) im Vergleich zur systemischen Zirkulation signifikant erhöht war, während die Na+-Konzentration signifikant positiv mit einer Zunahme des Infarktausmaßes assoziiert war (r=0,42, p=0,0033). Wir fanden eine alkaline Tendenz des zerebralen pH (+0,14%, pHischämisch=7,38 vs. pHsystemisch=7,37, p=0,0019), mit einer zeitabhängigen Verschiebung in den azidotischen Bereich (r=-0,36, p=0,0549).
Schlussfolgernd deuten unsere Ergebnisse darauf hin, dass die durch den Schlaganfall verursachten Veränderungen der zerebralen Sauerstoffversorgung, der Ionenzusammensetzung und des Säure-Basen-Gleichgewichts dynamisch auftreten, während der okklusiven Ischämie fortschreiten und mit der akuten Gewebeschädigung im Zusammenhang stehen. Wünschenswert sind weitere prospektive Studien, um die Ergebnisse valide zu reproduzieren.
In dieser Arbeit wurde einerseits retrospektiv untersucht, wie sich supratentorielle und infratentorielle Ependymome bildmorphologisch unterscheiden, ob Lokalrezidive eines Ependymoms dessen Bildeigenschaften teilen und welche Art von Rezidiven im Verlauf auftreten können. Die von uns beschriebenen Bildcharakteristika der Ependymome decken sich zum größten Teil mit bereits veröffentlichten Studien. Supratentorielle Ependymome unterscheiden sich signifikant in ihrer Bildmorphologie im Vergleich zu Ependymome der hintern Schädelgrube. Alle pädiatrischen Ependymompatienten/innen in unserem Kollektiv erkrankten an mindestens einem Rezidiv. Am häufigsten traten Lokalrezidive gefolgt von Meningeosen im ersten Rezidiv auf. Seltener fanden sich transiente postradiogene Läsionen, Diffuse intrinsische Ponsgliome und extraneurale Metastasen. Der bildmorphologische Vergleich, Primarius versus Lokalrezidiv ergab überwiegend ähnliche bildgebende Eigenschaften vor allem im Signalverhalten, Tumorbegrenzung und KM-Aufnahme sowie KM anreichernder Tumoranteil. Die kranielle Meningeose präsentierte sich zum ersten Rezidivzeitpunkt different zum Primärtumor. Die extraneuralen Metastasen hatten bildcharakteristisch Ähnlichkeiten zum Primärtumor. Bei der Bewertung neuer intraparenchymaler Läsionen sollte immer der zeitliche Zusammenhang zur letzten Therapie und damit mögliche vorübergehende postradiologischen Veränderungen berücksichtigt werden.
Letztlich ist das pädiatrische Ependymom und Ependymomrezidiv ein komplexes und immer noch unvollständiges erfasstes Krankheitsbild. Durch umfangreichere Studien und die Zusammenführung dieser Ergebnisse könnte schlussendlich die Komplexität des Krankheitsbildes und somit die Therapieoptionen verbessert werden. Durch unsere Studie gelang einerseits die Beschreibung und der Vergleich des primären Ependymoms bezüglich supra- und infratentorieller Lokalisation und andererseits gelang eine neuroradiologische Beschreibung von Ependymomrezidiven im Vergleich zum primären Ependymom, wodurch in Zukunft die Nachsorge der Ependymomrezidive und die Therapieoptionen optimiert werden könnten.
Development Of A Human iPSC-Derived Cortical Neuron Model Of Adaptor- Protein-Complex-4-Deficiency
(2024)
Adaptor-protein-4-deficiency (AP-4-deficiency) is an autosomal-recessive childhood- onset form of complicated hereditary spastic paraplegia (HSP) caused by bi-allelic loss- of-function mutations in one of the four subunits of the AP-4-complex. These four conditions are named SPG47 (AP4B1, OMIM #614066), SPG50 (AP4M1, OMIM #612936), SPG51 (AP4E1, OMIM #613744) and SPG52 (AP4S1, OMIM #614067), respectively and all present with global developmental delay, progressive spasticity and seizures. Imaging features include a thinning of the corpus callosum, ventriculomegaly and white matter changes. AP-4 is a highly conserved heterotetrameric complex, which is responsible for polarized sorting of transmembrane cargo including the autophagy- related protein 9 A (ATG9A). Loss of any of the four subunits leads to an instable complex and defective sorting of AP-4-cargo. ATG9A is implicated in autophagosome formation and neurite outgrowth. It is missorted in AP-4-deficient cells and CNS-specific knockout of Atg9a in mice results in a phenotype reminiscent of AP-4-deficiency. However, the AP-4-related cellular phenotypes including ATG9A missorting have not been investigated in human neurons.
Thus, the aim of this study is to provide the first human induced pluripotent stem cell- derived (iPSC) cortical neuron model of AP-4-deficiency to explore AP-4-related phenotypes in preparation for a high-content screening. Under the hypothesis that AP-4- deficiency leads to ATG9A missorting, elevated ATG9A levels, impaired autophagy and neurite outgrowth in human iPSC-derived cortical neurons, in vitro biochemical and imaging assays including automated high-content imaging and analysis were applied. First, these phenotypes were investigated in fibroblasts from three patients with compound heterozygous mutations in the AP4B1 gene and their sex-matched parental controls. The same cell lines were used to generate iPSCs and differentiate them into human excitatory cortical neurons.
This work shows that ATG9A is accumulating in the trans-Golgi-network in AP-4- deficient human fibroblasts and that ATG9A levels are increased compared to parental controls and wild type cells suggesting a compensatory mechanism. Protein levels of the AP4E1-subunit were used as a surrogate marker for the AP-4-complex and were decreased in AP-4-deficient fibroblasts with co-immunoprecipitation confirming the instability of the complex. Lentiviral re-expression of the AP4B1-subunit rescues this corroborating the fact that a stable AP-4-complex is needed for ATG9A trafficking. Surprisingly, autophagic flux was present in AP-4-deficient fibroblasts under nutrient- rich and starvation conditions. These phenotypic markers were evaluated in iPSC-derived cortical neurons and here, a robust accumulation of ATG9A in the juxtanuclear area was seen together with elevated ATG9A protein levels. Strikingly, assessment of autophagy markers under nutrient-rich conditions showed alterations in AP-4-deficient iPSC- derived cortical neurons indicating dysfunctional autophagosome formation. These findings point towards a neuron-specific impairment of autophagy and need further investigation. Adding to the range of AP-4-related phenotypes, neurite outgrowth and branching are impaired in AP-4-deficient iPSC-derived cortical neurons as early as 24h after plating and together with recent studies point towards a distinct role of ATG9A in neurodevelopment independent of autophagy.
Together, this work provides the first patient-derived neuron model of AP-4-deficiency and shows that ATG9A is sorted in an AP-4-dependent manner. It establishes ATG9A- related phenotypes and impaired neurite outgrowth as robust markers for a high-content screening. This disease model holds the promise of providing a platform to further study AP-4-deficiency and to search for novel therapeutic targets.
Die ängstliche Depression stellt einen Subtypus der Depression dar, der noch nicht ausreichend erforscht ist und somit eine Herausforderung im klinischen Alltag darstellt. Laut der bisherigen Literatur sind genetische Unterschiede sowie Kindheitstraumatisierungen an der Pathophysiologie von Depressionen beteiligt und mitverantwortlich für die Ausprägung des Subtypus ängstliche Depression.
In dieser Untersuchung wurde erforscht, ob es unterschiedliche Genexpressionslevel des Gens NR3C1 zwischen ängstlich-depressiven und nicht-ängstlich-depressiven Personen gibt. Zusätzlich wurde geprüft, ob Kindheitstraumatisierungen einen weiteren Einfluss auf die Genexpression der beiden Subtypen der Depression haben.
Es zeigte sich, dass ängstlich-depressive Personen in Woche 1 bis 4 höhere HAM-D-Summenwerte erzielten, mit zusätzlichen Kindheitstraumatisierungen wurden die höchsten HAM-D-Werte festgestellt. Diese Gruppe hatte gehäuft Kindheitstraumata im Fragebogen angegeben, die Traumata Emotionale Misshandlung und Körperliche Vernachlässigung kamen signifikant häufiger vor.
Anhand dieser durchgeführten Studie konnten zusammengefasst werden, dass sich die Genexpressionslevel von NR3C1 zwischen den beiden Subtypen als unterschiedlich erwies. Zusätzlich scheinen die beiden Kindheitstraumata Emotionale Misshandlung und Körperliche Vernachlässigung einen weiteren Einfluss auf die Genexpression von NR3C1 zu haben.
Die unterschiedliche Genexpression von NR3C1 deutet auf verschiedene Funktionsweisen des GR zwischen den Subtypen hin. Dies könnte für die Verlaufsbeurteilung und Therapieansätze der Erkrankung von Bedeutung sein. Die häufiger vorkommenden Kindheitstraumatisierungen bei ängstlich-depressiven Personen können als ein pathophysiologischer Baustein für die Entstehung der ängstlichen Depression gesehen werden. Daher ist es umso wichtiger, das Überprüfen von erlebten Kindheitstraumata bei initialer Befragung in den klinischen Alltag mitaufzunehmen. Da auch der Depressionsschweregrad durch Kindheitstraumatisierungen in dieser Studie zunahm, ergeben sich daraus mögliche Konsequenzen für die therapeutische Planung.
Ischemia-reperfusion injury (I/R injury) is a common complication in ischemic stroke (IS) treatment, which is characterized by a paradoxical perpetuation of tissue damage despite the successful re-establishment of vascular perfusion. This phenomenon is known to be facilitated by the detrimental interplay of platelets and inflammatory cells at the vascular interface. However, the spatio-temporal and molecular mechanisms underlying these cellular interactions and their contribution to infarct progression are still incompletely understood. Therefore, this study intended to clarify the temporal mechanisms of infarct growth after cerebral vessel recanalization. The data presented here could show that infarct progression is driven by early blood-brain-barrier perturbation and is independent of secondary thrombus formation. Since previous studies unravelled the secretion of platelet granules as a molecular mechanism of how platelets contribute to I/R injury, special emphasis was placed on the role of platelet granule secretion in the process of barrier dysfunction. By combining an in vitro approach with a murine IS model, it could be shown that platelet α-granules exerted endothelial-damaging properties, whereas their absence (NBEAL2-deficiency) translated into improved microvascular integrity. Hence, targeting platelet α-granules might serve as a novel treatment option to reduce vascular integrity loss and diminish infarct growth despite recanalization.
Recent evidence revealed that pathomechanisms underlying I/R injury are already instrumental during large vessel occlusion. This indicates that penumbral tissue loss under occlusion and I/R injury during reperfusion share an intertwined relationship. In accordance with this notion, human observational data disclosed the presence of a neutrophil dominated immune response and local platelet activation and secretion, by the detection of the main components of platelet α-granules, within the secluded vasculature of IS patients. These initial observations of immune cells and platelets could be further expanded within this thesis by flow cytometric analysis of local ischemic blood samples. Phenotyping of immune cells disclosed a yet unknown shift in the lymphocyte population towards CD4+ T cells and additionally corroborated the concept of an immediate intravascular immune response that is dominated by granulocytes. Furthermore, this thesis provides first-time evidence for the increased appearance of platelet-leukocyte-aggregates within the secluded human vasculature. Thus, interfering with immune cells and/or platelets already under occlusion might serve as a potential strategy to diminish infarct expansion and ameliorate clinical outcome after IS.
Adrenocortical carcinoma (ACC) is a rare, but highly aggressive endocrine malignancy. Tumor-related hypercortisolism is present in 60 % of patients and associated with worse outcome. While cancer immunotherapies have revolutionized the treatment of many cancer entities, the results of initial studies of different immune checkpoint inhibitors in ACC were heterogeneous. Up to now, five small clinical trials with a total of 121 patients have been published and demonstrated an objective response in only 17 patients. However, one of the studies, by Raj et al., reported a clinically meaningful disease control rate of 52 % and a median overall survival of almost 25 months suggesting that a subgroup of ACC patients may benefit from immunotherapeutic approaches. Following the hypothesis that some ACCs are characterized by a glucocorticoid-induced T lymphocytes depletion, several studies were performed as part of the presented thesis. First, the immune cell infiltration in a large cohort of 146 ACC specimens was investigated. It was demonstrated for the first time, and against the common assumption, that ACCs were infiltrated not only by FoxP3+ regulatory T cells (49.3 %), but also that a vast majority of tumor samples was infiltrated by CD4+ TH cells (74 %) and CD8+ cytotoxic T cells (84.3 %), albeit the immune cell number varied heterogeneously and was rather low (median: 7.7 CD3+ T cells / high power field, range: 0.1-376). Moreover, the presence of CD3+-, CD4+- and CD8+ ACC-infiltrating lymphocytes was associated with an improved recurrence-free (HR: 0.31 95 % CI 0.11-0.82) and overall survival (HR: 0.47 96 % CI 0.25-0.87). Particularly, patients with tumor-infiltrating CD4+ TH cells without glucocorticoid excess had a significantly longer overall survival compared to patients with T cell-depleted ACC and hypercortisolism (121 vs. 27 months, p = 0.004). Hence, the impact of glucocorticoids might to some extent be responsible for the modest immunogenicity in ACC as hypercortisolism was reversely correlated with the number of CD4+ TH cells. Accordingly, CD3+ T cells co-cultured with steroidogenic NCI-H295R ACC cells demonstrated in vitro an enhanced anti-tumoral cytotoxicity by secreting 747.96 ±225.53 pg/ml IFN-γ in a therapeutically hormone-depleted microenvironment (by incubation with metyrapone), versus only 276.02 ±117.46 pg/ml IFN-γ in a standard environment with glucocorticoid excess.
Other potential biomarkers to predict response to immunotherapies are the immunomodulatory checkpoint molecules, programmed cell death 1 (PD-1) and its ligand PD-L1, since both are targets of antibodies used therapeutically in different cancer entities. In a subcohort of 129 ACCs, expressions of both molecules were heterogeneous (PD-1 17.4 %, range 1-15; PD-L1 24.4 %, range 1 - 90) and rather low. Interestingly, PD-1 expression significantly influenced ACC patients´ overall (HR: 0.21 95 % CI 0.53-0.84) and progression- free survival (HR: 0.30 95 % CI 0.13-0.72) independently of established factors, like ENSAT tumor stage, resection status, Ki67 proliferation index and glucocorticoid excess, while PD-L1 had no impact.
In conclusion, this study provides several potential explanations for the heterogeneous results of the immune checkpoint therapy in advanced ACC. In addition, the establishment of PD-1 as prognostic marker can be easily applied in routine clinical care, because it is nowadays anyway part of a detailed histo-pathological work-up. Furthermore, these results provide the rationale and will pave the way towards a combination therapy using immune checkpoint inhibitors as well as glucocorticoid blockers. This will increase the likelihood of re-activating the immunological anti-tumor potential in ACC. However, this will have to be demonstrated by additional preclinical in vivo experiments and finally in clinical trials with patients.
Infectious diseases caused by pathogenic microorganisms are one of the largest socioeconomic burdens today. Although infectious diseases have been studied for decades, in numerous cases, the precise mechanisms involved in the multifaceted interaction between pathogen and host continue to be elusive. Thus, it still remains a challenge for researchers worldwide to develop novel strategies to investigate the molecular context of infectious diseases in order to devise preventive or at least anti-infective measures. One of the major drawbacks in trying to obtain in-depth knowledge of how bacterial pathogens elicit disease is the lack of suitable infection models to authentically mimic the disease progression in humans. Numerous studies rely on animal models to emulate the complex temporal interactions between host and pathogen occurring in humans. While they have greatly contributed to shed light on these interactions, they require high maintenance costs, are afflicted with ethical drawbacks, and are not always predictive for the infection outcome in human patients. Alternatively, in-vitro two-dimensional (2D) cell culture systems have served for decades as representatives of human host environments to study infectious diseases. These cell line-based models have been essential in uncovering virulence-determining factors of diverse pathogens as well as host defense mechanisms upon infection. However, they lack the morphological and cellular complexity of intact human tissues, limiting the insights than can be gained from studying host-pathogen interactions in these systems.
The focus of this thesis was to establish and innovate intestinal human cell culture models to obtain in-vitro reconstructed three-dimensional (3D) tissue that can faithfully mimic pathogenesis-determining processes of the zoonotic bacterium Campylobacter jejuni (C. jejuni). Generally employed for reconstructive medicine, the field of tissue engineering provides excellent tools to generate organ-specific cell culture models in vitro, realistically recapitulating the distinctive architecture of human tissues. The models employed in this thesis are based on decellularized extracellular matrix (ECM) scaffolds of porcine intestinal origin. Reseeded with intestinal human cells, application of dynamic culture conditions promoted the formation of a highly polarized mucosal epithelium maintained by functional tight and adherens junctions. While most other in-vitro infection systems are limited to a flat monolayer, the tissue models developed in this thesis can display the characteristic 3D villi and crypt structure of human small intestine.
First, experimental conditions were established for infection of a previously developed, statically cultivated intestinal tissue model with C. jejuni. This included successful isolation of bacterial colony forming units (CFUs), measurement of epithelial barrier function, as well as immunohistochemical and histological staining techniques. In this way, it became possible to follow the number of viable bacteria during the infection process as well as their translocation over the polarized epithelium of the tissue model. Upon infection with C. jejuni, disruption of tight and adherens junctions could be observed via confocal microscopy and permeability measurements of the epithelial barrier. Moreover, C. jejuni wildtype-specific colonization and barrier disruption became apparent in addition to niche-dependent bacterial localization within the 3D microarchitecture of the tissue model. Pathogenesis-related phenotypes of C. jejuni mutant strains in the 3D host environment deviated from those obtained with conventional in-vitro 2D monolayers but mimicked observations made in vivo. Furthermore, a genome-wide screen of a C. jejuni mutant library revealed significant differences for bacterial factors required or dispensable for interactions with unpolarized host cells or the highly prismatic epithelium provided by the intestinal tissue model. Elucidating the role of several previously uncharacterized factors specifically important for efficient colonization of a 3D human environment, promises to be an intriguing task for future research.
At the frontline of the defense against invading pathogens is the protective, viscoelastic mucus layer overlying mucosal surfaces along the human gastrointestinal tract (GIT). The development of a mucus-producing 3D tissue model in this thesis was a vital step towards gaining a deeper understanding of the interdependency between bacterial pathogens and host-site specific mucins. The presence of a mucus layer conferred C. jejuni wildtype-specific protection against epithelial barrier disruption by the pathogen and prevented a high bacterial burden during the course of infection. Moreover, results obtained in this thesis provide evidence in vitro that the characteristic corkscrew morphology of C. jejuni indeed grants a distinct advantage in colonizing mucous surfaces.
Overall, the results obtained within this thesis highlight the strength of the tissue models to combine crucial features of native human intestine into accessible in-vitro infection models. Translation of these systems into infection research demonstrated their ability to expose in-vivo like infection outcomes. While displaying complex organotypic architecture and highly prismatic cellular morphology, these tissue models still represent an imperfect reflection of human tissue. Future advancements towards inclusion of human primary and immune cells will strive for even more comprehensive model systems exhibiting intricate multicellular networks of in-vivo tissue. Nevertheless, the work presented in this thesis emphasizes the necessity to investigate host-pathogen interactions in infection models authentically mimicking the natural host environment, as they remain among the most vital parts in understanding and counteracting infectious diseases.
Fabry disease (FD), an X-linked lysosomal storage disorder, is caused by variants in the gene α-galactosidase A (GLA). As a consequence, the encoded homonymous enzyme GLA is not produced in sufficient amount or does not function properly. Subsequently, globotriaosylceradmide (Gb3), the target substrate of GLA, starts accumulating in several cell types, especially neurons and endothelial cells. FD patients suffer from multiorgan symptoms including cardiomyopathy, nephropathy, stroke, and acral burning pain. It is suggested that the impact of pathological Gb3 accumulation, inflammatory and hypoxic processes, and vasculopathy are contributing to the specific FD pain phenotype. Thus, we investigated the role of inflammation, hypoxia, and vasculopathy on molecular level in dorsal root ganglia (DRG) of the GLA knockout (KO) mouse model. Further, we investigated pain-like characteristics of GLA KO mice at baseline (BS), after capsaicin administration, and after repeated enzyme replacement therapy (ERT) administration for a period of 1.5 years. Acquired data showed disturbances in immune response markers represented by downregulated inflammation-associated genes and lower numbers of CD206+ macrophages in DRG of GLA KO mice. Hypoxic mechanisms were active in DRG of GLA KO mice reflected by increased gene expression of hypoxia- and DNA damage-associated targets, higher numbers of hypoxia-inducible factor 1α-positive (HIF1α+) and carbonic anhydrase 9-positive (CA9+) neurons in DRG of GLA KO mice, and DRG neuronal HIF1α cytosolic-nuclear translocation in GLA KO mice. Vascularization in DRG of GLA KO mice was reduced including lower numbers of blood vessel branches and reduced total blood vessel length. Pain-like behavior of the GLA KO mouse model revealed no mechanical hypersensitivity at BS but age-dependent heat hyposensitivity, which developed also age-matched wild type (WT) mice. Capsaicin administration under isoflurane anesthesia did not elicit the development of nocifensive behavior in GLA KO mice after mechanical or heat stimulation. Repeated ERT administration did not show a clear effect in GLA KO mice in terms of restored heat hyposensitivity to BS paw withdrawal latencies. In summary, we demonstrated the impact of disturbed immune response markers, active hypoxic mechanisms, and reduced vascularization on molecular FD pathophysiology.
Das Glioblastom (GBM) ist der häufigste maligne primäre Hirntumor im Erwachsenenalter und geht mit einer infausten Prognose einher. Die Standardtherapie bei Erstdiagnose besteht aus Tumorresektion gefolgt von kombinierter Radiochemotherapie mit Temozolomid nach Stupp-Schema. Eine neue Therapieoption stellen die Tumor Treating Fields (TTFields) in Form lokal applizierter elektrischer Wechselfelder dar. Mit dem Einsatz der TTFields kann durch Störung der mitotischen Abläufe die Zellproliferation von Tumorzellen gehemmt und dadurch das Gesamtüberleben im Vergleich zur alleinigen Radiochemotherapie nachweislich deutlich verlängert werden. Auch verschiedene Chemotherapeutika, die bereits klinisch eingesetzt werden, greifen in den Ablauf der Mitose ein. So auch die Zytostatika Vincristin (VIN) und Paclitaxel (PTX), die durch einen gegensätzlichen Mechanismus durch Destabilisierung bzw. Stabilisierung von Mikrotubulistrukturen ihre Wirkung entfalten. Die Frage, ob eine Verstärkung dieser Wirkung durch den kombinierten Einsatz mit TTFields erreicht werden kann, wurde in dieser Arbeit an den beiden GBM-Zelllinien U87 und GaMG untersucht.
Zunächst wurde mit dem xCELLigence-Systems über eine Real-Time-Impedanzmessung für diese beiden Chemotherapeutika jeweils die mittlere effektive Dosis (EC50-Wert), bei der ein halbmaximaler Effekt auftritt, spezifisch für jede Zelllinie bestimmt. Diese betrug bei VIN durchschnittlich 200nM für die Zelllinie U87 bzw. 20nM für die Zelllinie GaMG und lag für PTX bei 60nM für beide Zelllinien. Mit diesen Dosierungen wurden die beiden Zelllinien allein und in Kombination mit TTFields über 72h behandelt. Anschließend wurde die Zellproliferation analysiert und mit unbehandelten Tumorzellen verglichen.
Während jeder Behandlungsarm einzeln eine signifikante Wirkung gegenüber der unbehandelten Vergleichsgruppe zeigte, hatte weder die Kombination von TTFields mit VIN noch mit PTX in den untersuchten Dosierungen einen zusätzlichen signifikanten Nutzen.
Es besteht weiterer Forschungsbedarf zum kombinierten Einsatz von TTFields mit anderen Therapieformen.
Machine-Learning-Based Identification of Tumor Entities, Tumor Subgroups, and Therapy Options
(2023)
Molecular genetic analyses, such as mutation analyses, are becoming increasingly important in the tumor field, especially in the context of therapy stratification. The identification of the underlying tumor entity is crucial, but can sometimes be difficult, for example in the case of metastases or the so-called Cancer of Unknown Primary (CUP) syndrome. In recent years, methylome and transcriptome utilizing machine learning (ML) approaches have been developed to enable fast and reliable tumor and tumor subtype identification. However, so far only methylome analysis have become widely used in routine diagnostics.
The present work addresses the utility of publicly available RNA-sequencing data to determine the underlying tumor entity, possible subgroups, and potential therapy options. Identification of these by ML - in particular random forest (RF) models - was the first task. The results with test accuracies of up to 99% provided new, previously unknown insights into the trained models and the corresponding entity prediction. Reducing the input data to the top 100 mRNA transcripts resulted in a minimal loss of prediction quality and could potentially enable application in clinical or real-world settings.
By introducing the ratios of these top 100 genes to each other as a new database for RF models, a novel method was developed enabling the use of trained RF models on data from other sources.
Further analysis of the transcriptomic differences of metastatic samples by visual clustering showed that there were no differences specific for the site of metastasis. Similarly, no distinct clusters were detectable when investigating primary tumors and metastases of cutaneous skin melanoma (SKCM).
Subsequently, more than half of the validation datasets had a prediction accuracy of at least 80%, with many datasets even achieving a prediction accuracy of – or close to – 100%.
To investigate the applicability of the used methods for subgroup identification, the TCGA-KIPAN dataset, consisting of the three major kidney cancer subgroups, was used. The results revealed a new, previously unknown subgroup consisting of all histopathological groups with clinically relevant characteristics, such as significantly different survival. Based on significant differences in gene expression, potential therapeutic options of the identified subgroup could be proposed.
Concludingly, in exploring the potential applicability of RNA-sequencing data as a basis for therapy prediction, it was shown that this type of data is suitable to predict entities as well as subgroups with high accuracy. Clinical relevance was also demonstrated for a novel subgroup in renal cell carcinoma. The reduction of the number of genes required for entity prediction to 100 genes, enables panel sequencing and thus demonstrates potential applicability in a real-life setting.